{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/Qiskit/qiskit-tutorials/master/images/qiskit-heading.png\" alt=\"Note: In order for images to show up in this jupyter notebook you need to select File => Trusted Notebook\" width=\"500 px\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _*The Simon Algorithm*_ \n",
    "\n",
    "The latest version of this notebook is available on https://github.com/qiskit/qiskit-tutorial.\n",
    "\n",
    "The Simon algorithm is an example that shows a quantum algorithm can solve a problem exponentially efficient than any classical algorithms. Like the Grover search, it depends on the existence of a blackbox (or, oracle) function that returns a predefined output over specific input or query. In the query-complexity setting, one cares only about how many queries are required to solve a specific problem, but does not care how the blackbox is realized. However, in this tutorial we have to implement it using the unit gates available in QISKit, just like we have done with the Grover search.\n",
    "\n",
    "We first describe the problem addressed by the Simon algorithm, show the steps of the algorithm and the construction of the blackbox function, and present the experimental results on simulators and real devices. \n",
    "\n",
    "***\n",
    "### Contributors\n",
    "Rudy Raymond\n",
    "\n",
    "### Qiskit Package Versions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.2.4\n"
     ]
    }
   ],
   "source": [
    "import qiskit\n",
    "print(qiskit.version.get_version_info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Problem <a id='introduction'></a>\n",
    "\n",
    "The Simon algorithm deals with finding a hidden integer $s \\in \\{0,1\\}^n$ from an oracle $f_s$ that satisfies $f_s(x) = f_s(y)$ if and only if $y = x \\oplus s$ for all $x \\in \\{0,1\\}^n$.  Here, the $\\oplus$ is the bitwise XOR operation. Thus, if $s = 0\\ldots 0$, i.e., the all-zero bitstring, then $f_s$ is a 1-to-1 (or, permutation) function. Otherwise, if $s \\neq 0\\ldots 0$, then $f_s$ is a 2-to-1 function. \n",
    "\n",
    "The Simon algorithm can find the hidden integer using only $O(n)$ queries to the blackbox function, while any classical algorithms require $\\Omega(\\sqrt{2^n})$ queries. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Algorithm to Find the Hidden Integer\n",
    "\n",
    "The Simon algorithm finds the hidden integer by combining quantum algorithm with postprocessing on classical computers as below. \n",
    "\n",
    "1. Prepare two quantum registers each of length $n$ that are initialized to all-zero bitstring: the first one as input and the second one as output of the blackbox function.\n",
    "$$\n",
    "|0\\rangle |0\\rangle\n",
    "$$\n",
    "\n",
    "2. Apply Hadamard gates to the first register to create superposition of all possible inputs. \n",
    "$$\n",
    "H^{\\otimes n} |0\\rangle |0\\rangle = \\frac{1}{\\sqrt{2^n}} \\sum_{x=0}^{2^n-1} |x\\rangle |0\\rangle\n",
    "$$\n",
    "\n",
    "3. Query the blackbox function to obtain the answer to queries on the second register.\n",
    "$$\n",
    "\\frac{1}{\\sqrt{2^n}} \\sum_{x=0}^{2^n-1} U_{f_s}|x\\rangle |0\\rangle = \\frac{1}{\\sqrt{2^n}} \\sum_{x=0}^{2^n-1} |x\\rangle |f_s(x)\\rangle\n",
    "$$\n",
    "\n",
    "4. Apply Hadamard gates to the first register. \n",
    "$$\n",
    "\\frac{1}{\\sqrt{2^n}} \\sum_{x=0}^{2^n-1} H^{\\otimes n}|x\\rangle |f_s(x)\\rangle = \\frac{1}{2^n} \\sum_{y=0}^{2^n-1}\\sum_{x=0}^{2^n-1} (-1)^{x \\cdot y}|y\\rangle |f_s(x)\\rangle = \\frac{1}{2^n} \\sum_{y=0}^{2^n-1} |y\\rangle \\sum_{x=0}^{2^n-1} ( (-1)^{x \\cdot y} + (-1)^{(x\\oplus s) \\cdot y} )  |f_s(x)\\rangle\n",
    "$$\n",
    "\n",
    "    Notice that at the right-hand side of the above equation, because $(-1)^{(x\\oplus s) \\cdot y} = (-1)^{x\\cdot y +  s \\cdot y}$ we can conclude that the probability amplitude of the basis state $|y\\rangle |f_s(x)\\rangle$ is $(-1)^{x\\cdot y} (1 + (-1)^{s \\cdot y}  )$, which is zero if and only if $s \\cdot y = 1$. Thus, measuring the first register will always give $y$ such that $s \\cdot y = 0$. Moreover, we can obtain many different $y$'s by repeating Step 1 to 4. \n",
    "\n",
    "5. Repeat Step 1 to 4 for $m$ times to obtain $y_1, y_2, \\ldots, y_m$. \n",
    "\n",
    "6. **(Classical post-processing)** Let $\\mathbf{Y}$ be an $m\\times n$ matrix whose $i$-th row is $y_i$ in Step 5, and $\\vec{s}$ be the column vector whose $j$-th element is the $j$-th bit of $s$. Solve the following system of linear equations to obtain $s$. \n",
    "$$\n",
    "\\mathbf{Y} \\vec{s} = 0 \n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Circuit <a id=\"circuit\"></a>\n",
    "\n",
    "We now implement the Simon algorithm with Qiskit by first preparing the environment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-25T18:51:35.519392Z",
     "start_time": "2018-09-25T18:51:35.501393Z"
    }
   },
   "outputs": [],
   "source": [
    "#initialization\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import pylatexenc\n",
    "\n",
    "# importing Qiskit\n",
    "import qiskit_aer\n",
    "from qiskit_ibm_runtime import QiskitRuntimeService\n",
    "from qiskit import QuantumCircuit, ClassicalRegister, QuantumRegister\n",
    "from qiskit.compiler import transpile\n",
    "from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n",
    "from qiskit_ibm_runtime import SamplerV2 as Sampler\n",
    "\n",
    "# import basic plot tools\n",
    "from qiskit.visualization import plot_histogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then set the hidden bitstring $s$ that will be used to construct the circuit of the blackbox function (whose details will be given later). The number of qubits used in the experiment is twice the length of the bitstring $s$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-25T18:47:05.431217Z",
     "start_time": "2018-09-25T18:47:05.428155Z"
    }
   },
   "outputs": [],
   "source": [
    "s = \"010101\" # the hidden bitstring\n",
    "\n",
    "assert 1 < len(s) < 20, \"The length of s must be between 2 and 19\"\n",
    "\n",
    "for c in s:\n",
    "    assert c == \"0\" or c == \"1\", \"s must be a bitstring of '0' and '1'\"\n",
    "    \n",
    "n = len(s) #the length of the bitstring"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then use Qiskit to create the circuit of the Simon algorithm prior the querying the blackbox function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-25T18:47:05.439545Z",
     "start_time": "2018-09-25T18:47:05.433240Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CircuitInstruction(operation=Instruction(name='barrier', num_qubits=12, num_clbits=0, params=[]), qubits=(Qubit(QuantumRegister(12, 'q18'), 0), Qubit(QuantumRegister(12, 'q18'), 1), Qubit(QuantumRegister(12, 'q18'), 2), Qubit(QuantumRegister(12, 'q18'), 3), Qubit(QuantumRegister(12, 'q18'), 4), Qubit(QuantumRegister(12, 'q18'), 5), Qubit(QuantumRegister(12, 'q18'), 6), Qubit(QuantumRegister(12, 'q18'), 7), Qubit(QuantumRegister(12, 'q18'), 8), Qubit(QuantumRegister(12, 'q18'), 9), Qubit(QuantumRegister(12, 'q18'), 10), Qubit(QuantumRegister(12, 'q18'), 11)), clbits=())"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step 1\n",
    "# Creating registers\n",
    "# qubits for querying the oracle and recording its output\n",
    "qr = QuantumRegister(2*n)\n",
    "# for recording the measurement on the first register of qr\n",
    "cr = ClassicalRegister(n)\n",
    "\n",
    "circuitName = \"Simon\"\n",
    "simonCircuit = QuantumCircuit(qr, cr)\n",
    "\n",
    "# Step 2\n",
    "# Apply Hadamard gates before querying the oracle\n",
    "for i in range(n):\n",
    "    simonCircuit.h(qr[i])\n",
    "\n",
    "# Apply barrier to mark the beginning of the blackbox function\n",
    "simonCircuit.barrier()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Constructing a Circuit for the Blackbox Function\n",
    "\n",
    "We now details the construction of 1-to-1 and 2-to-1 permutation circuit of the blackbox function. Let us assume the blackbox function receive $|x\\rangle|0\\rangle$ as input. With regards to a predetermined $s$, the blackbox function writes its output to the second register so that it transforms the input to $|x\\rangle|f_s(x)\\rangle$ such that $f(x) = f(x\\oplus s)$ for all $x \\in \\{0,1\\}^n$. \n",
    "\n",
    "Such a blackbox function can be realized by the following procedures.\n",
    "\n",
    "-  Copy the content of the first register to the second register.\n",
    "$$\n",
    "|x\\rangle|0\\rangle \\rightarrow |x\\rangle|x\\rangle\n",
    "$$\n",
    "\n",
    "-  **(Creating 1-to-1 or 2-to-1 mapping)** If $s$ is not all-zero, then there is the least index $j$ so that $s_j = 1$. If $x_j = 0$, then XOR the second register with $s$. Otherwise, do not change the second register.\n",
    "$$\n",
    "|x\\rangle|x\\rangle \\rightarrow |x\\rangle|x \\oplus s\\rangle~\\mbox{if}~x_j = 0~\\mbox{for the least index j}\n",
    "$$\n",
    "\n",
    "-  **(Creating random permutation)** Randomly permute and flip the qubits of the second register.\n",
    "$$\n",
    "|x\\rangle|y\\rangle \\rightarrow |x\\rangle|f_s(y)\\rangle\n",
    "$$\n",
    "\n",
    "Below is the circuit of the blacbox function based on the above procedures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-25T18:47:05.449055Z",
     "start_time": "2018-09-25T18:47:05.441604Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CircuitInstruction(operation=Instruction(name='barrier', num_qubits=12, num_clbits=0, params=[]), qubits=(Qubit(QuantumRegister(12, 'q18'), 0), Qubit(QuantumRegister(12, 'q18'), 1), Qubit(QuantumRegister(12, 'q18'), 2), Qubit(QuantumRegister(12, 'q18'), 3), Qubit(QuantumRegister(12, 'q18'), 4), Qubit(QuantumRegister(12, 'q18'), 5), Qubit(QuantumRegister(12, 'q18'), 6), Qubit(QuantumRegister(12, 'q18'), 7), Qubit(QuantumRegister(12, 'q18'), 8), Qubit(QuantumRegister(12, 'q18'), 9), Qubit(QuantumRegister(12, 'q18'), 10), Qubit(QuantumRegister(12, 'q18'), 11)), clbits=())"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step 3 query the blackbox function\n",
    "# copy the content of the first register to the second register\n",
    "for i in range(n):\n",
    "    simonCircuit.cx(qr[i], qr[n+i])\n",
    "\n",
    "# get the least index j such that s_j is \"1\"\n",
    "j = -1\n",
    "for i, c in enumerate(s):\n",
    "    if c == \"1\":\n",
    "        j = i\n",
    "        break\n",
    "\n",
    "# Creating 1-to-1 or 2-to-1 mapping with the j-th qubit of x as control to XOR the second register with s\n",
    "for i, c in enumerate(s):\n",
    "    if c == \"1\" and j >= 0:\n",
    "        simonCircuit.cx(qr[j], qr[n+i]) #the i-th qubit is flipped if s_i is 1\n",
    "\n",
    "# get random permutation of n qubits\n",
    "perm = list(np.random.permutation(n))\n",
    "\n",
    "#initial position\n",
    "init = list(range(n))\n",
    "i = 0\n",
    "while i < n:\n",
    "    if init[i] != perm[i]:\n",
    "        k = perm.index(init[i])\n",
    "        simonCircuit.swap(qr[n+i], qr[n+k]) #swap qubits\n",
    "        init[i], init[k] = init[k], init[i] #marked swapped qubits\n",
    "    else:\n",
    "        i += 1\n",
    "        \n",
    "# randomly flip the qubit\n",
    "for i in range(n):\n",
    "    if np.random.random() > 0.5:\n",
    "        simonCircuit.x(qr[n+i])\n",
    "\n",
    "# Apply the barrier to mark the end of the blackbox function\n",
    "simonCircuit.barrier()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can continue with the steps of the Simon algorithm: applying the Hadamard gates to the first register and measure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-25T18:47:08.221872Z",
     "start_time": "2018-09-25T18:47:05.450515Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AHIh5D8W5cOGCjh07pkuXLsnLy0u33XabGjduLB+f4n9dPXz4sL777juFh4dXclLAPXhEEZSRkaEZM2Zox44d2rVrl3JycrRnzx7deeedN2ybmpqql19+Wdu3b1dWVpZatmyp5557Ts8995wsFouB9J4jISFBkydPNh0DAAAADsK8hwKZmZnatGmTkpOT9f3339/w8SpVqqhDhw7q1auXOnbsKC+vaxezHD58WFOnTlVOTo7q1KmjDh06VHZ0wOV5RBF06NAhLVu2TF26dFFERIQ++eSTYrdLT09XZGSkWrZsqTlz5sjf319r1qzRiBEjlJWVpRdeeKGSk3uW1atXMxg40JXcfK1Yf1Rbdv0gSeoaepuiezdX9Woe8WMAcBo2m00pO77Xmk3punQ5T62b+GvYr1rptro1TEcr1elzOVry8UEdOnFBtWr46OHIprqvSwP+SOIAx09lafHHB5VxOlv+vlX1aJ8W6tIuyHQsoEIw78FqtWrDhg364IMPdOXKFUlStWrV1KxZM/n7+ys/P1/fffedvv/+e+3cuVM7d+5U27Zt9dxzz+nSpUuaOnWqLl26pLCwMN1xxx2GXw3gmjziN8Dw8HCdPn1akrRo0aISi6A1a9YoMzNTy5cvV4sWLSRJPXv21K5du7RkyRKnLoJ6btmk+4Pqa3KbdnY9Ds/y2daTevSFjTqXeUVeXtd+aXtn2bd6/vUv9eGfItXrnoaGEwKe4fipLA0YvV679v8oL4tksViUb7Vp8ls79MeRnfXiM6FOV6zYbDa9Nn+X/vjXVOXl2+TtZZHNZtOf3/9GXdoFas2bvdSwfi3TMd1Cfr5V4/70pf6ydK+sNsnbyyKrzaY/Ldqj+38ZrOUzH1Bd/2qmYwIegdnaMXJzc/Xmm2/qq6++kiR17NhRffv2VWhoaOEZPwUyMzOVnJysdevWaf/+/XrhhRfk7e2tK1euKCwsTKNHjy7x0jEApXP5xaKtVqtmzpyp1q1bq3r16urYsaNSUlLUtm1bxcXFSdINP1RKkpubK0ny8/Mr8ri/v7+sVmvFBgcqyVd7z+qhkUn66eK1r2+r1Sar1SZJOp91Rf/3m0+1Pe2MyYiAR7iQlavImHXaffAnSZLVJuX//+/Fq3lWTXpzh97+x16TEYv1xuI0vTxnp/Lyr2XNt9r0/2Mrdd853f9sorIuXTWY0H28MGub3vrH3sLPb77VJtv/f3vTtlN6aGSS8vOZRwC4pry8PL3xxhv66quv5Ovrq+eff16TJk3SXXfdVezva/7+/howYIDeeOMNhYaGKi8vT1euXFGbNm0ogYBb5PJFUExMjKZMmaLhw4crMTFRgwcP1tChQ3XkyBF16dKlXPsaMmSI6tSpo5EjRyo9PV2ZmZlavHixkpKSNG7cOAe9AhRYu3at6Qhu6bV5qbqa/7/y53pWq5SXb9Mf56UaSAZ4lkVrDupIxsVivxcL/OGdncq5nFeJqUqXfemqXv3rzhI/brVKB45l6oO1hysxlXs6+UO23iqlCLTZpK27z2jt5ycqMRVQ8Zj3PNeaNWv09ddfq3bt2nrllVfUtWtXu553+vRpHTp0qPD9jIwMXbhwwVExAY/g0kXQ0qVLtWjRIn388ccaP368IiMj9dJLL+mee+5RXl6eOnfuXK79NWrUSFu2bNHu3bvVrFkzBQQEKDY2VrNmzVJMTIyDXgUK7Nu3z3QEt3Pu/GV9nHy81F88rVab1n5+Qj+cy6nEZIDn+duqAyrrqq/zF3Od6hf91ZvSlXWp9GLKyyK9u2p/JSVyX/9Yd0T5+SX/rJYkLy+L3ltzsJISAY7BvOeZMjIytHLlSknSmDFj1KhRI7ueV7AwdMGaQHfddZcuXbqk9957z5FxAbfn0ufTJSQkqE+fPoqIiCjyeKtWrVSlShWFhoaWa3/p6ekaMGCAgoODNX36dPn5+WnDhg0aP368rFarxowZU7jtyy+/rA8//FCHDh3SRx99pEceecSuY9i79sP6e3ooIqheufJPP/it/ny46DCelZ+n+4Pq272P5ORk9bK8Uq7j2iM2NrbMbRYuXFjmdmFhYRUVqWJ0WCjJ/n/XSlctWGozpczNbDapfsPW0pXvKiEU4KHu+LPkU7vMzaJ//ax07rNKCGSHoN5S8OBSN7HapO2ph5z356CraDBYCuopWUr+G53VatPqfyfL8mavSgwGlE9Zs5ypec/UbC05br4uyYvT50m6Np9e/3Zlefnll9WuXdE1lNatW6f8/HxFRkYWe+fm4vy8BBo9erQuXLig559/Xtu3b9d3332nhg2LrnOZkpKiBx54oMJeC+BqbLbS/6hUwGWLoIyMDKWlpWns2LE3fOz48eNq3769qlUr34KKEydOVHZ2thITE1WjxrW7t0RGRiovL08TJkzQ448/rsDAQElSnz599NRTT+mZZ5659RdTQSa2vqPYBe3gwfKzHbMtgPLLy5a8a5X6i74k5/petCeLzSrlZTk+i7vLzy77a8NmlfL5XAOVhdm6Yly6dEmbN2+WJPXv39+u5xRXAvn4+Khu3brq3r27Nm7cqM8++0xPPvmkI6MDbsuliyBJatCgQZHHc3JylJKSor59+5Z7n6mpqerQoUNhCVQgLCxMubm5OnjwYGER1K1bt5vKbW9Dlzf5VdnSKn/R0B49esjmgP/Bbd++vcxtFi5cWLjAd0kWLFhQUZEqhCX0XUn2/7uaEPnMWn2+83SJl4d5eVl071319Pnunyo5GeBZpsxL1ctzSl5vR5JqVPPWqeMp8q9dtZJSle7c+cu6/YGlyr1aygLFFi+9PilKE575Q+UFc0OHjl9Q6/9bXvpGFi8teWuknug/u1IyATejrJnP1LxnaraWHDdfl2Ti6/MlXZtPr3+7smzcuFFnzvzvRiSHDx9Wbm6uWrZsqdtvv73M55dUAhW49957tXHjRu3de+O/Z0REhFPP5YCzcNk1goKCgiRJBw4cKPL4jBkzdOrUqXIvFC1JwcHB2rNnj3Jyiq6VsnXrVkm64dRDVKxJkyaZjuCWXoq7Szabrdi1SSyWa4PBS8/eVem5AE8T90iI6vpXk7dXyafnj3m8vdOUQJIUGFBdvxla8i2Svbwsuq1OdcUMbFOJqdxTqyZ+GtKnRYkf9/KyqGXj2oru3bwSUwEVj3nP8xw9elSS1LJlyzK3LasEkqQWLVrIYrHoxIkTunqVu1YCN8Nlzwhq0aKFQkNDlZCQoLp166phw4ZasWKF1q1bJ0k3FEErVqyQJO3YsUOStH79eu3bt0+1atUqPHto1KhRGjRokPr27avRo0cXrhE0e/ZsRUdHq3HjxpX4Cj1PVFSU6QhuqWfXhlo0JVwxf/hP4e2fC3h5WbTgD9314L32LdgH4ObVD6yhDfP7qE98kn748XLh416Wa+vsxA5so9d+U/4/Yjja68/frXPnr2jxxwfl5XXtTmEF6tWtrk//2keBAdXNBXQj7756ny5euqq1n5+Ql5elyJmcLRrV1vp5fVS9msuOboAk5j1PdPHiRUnSbbfdVup29pRAklSjRg35+fnp4sWLys7OVkBAgCNiA27NZacJLy8vLV++XMOHD1d8fLwCAwM1bNgwjRw5UpMnT75hoejo6Ogi7xfcDr5p06Y6duyYJGngwIFKSkrS9OnTFR8fr+zsbDVv3lxTp04tslC0M9rQLbJcjzujsLAwbdu2zXQMt/Tkr1qrZ9fbtXDlAf3hnWuXpvzhuU56dlBbNaxfy3A6wHN0uiNIRxMf1dLEw4p95dp6CXGPhCjukbbqdEeQ4XTF8/Hx0qLXwvWboXdowT/3a/6KawunvjflPj36YAvVqO6yo4TTqVnDR/96u5c27zytd1cd0OKPr90hbNmfIvXw/U1VtYq34YTArXOVec8dZmtn8dhjj2no0KF2b19aCVTgnXfekbc3PxOBm+XS01ubNm20aVPR622feOIJtWvX7oZ1fuy9VrR3797q3bt3hWUEnMXt9Wrp5ec6FRZBr4zobDgR4Jlq1vBRzMC2hUXQ3N/faziRfX7R/jb9ov1thUXQUwO4HMwRLBaL7uvSQPd1aVBYBA1+sORLxgDAFXh5lb0iScuWLTVlyhTVr1+/1BJIEiUQcItcdo2gkuzYseOm1gcqr9///vdq1KiR/vvf/2r48OFq1KiRDh8+7PDjAgAAAIA7atiwYZklEIBb51ZFUFZWlg4cOKDOnR1/psOUKVOUkZGhK1eu6Ny5c8rIyLBrATSUrHv37qYjAAAAwIGY9wDAPLeqW319fZWfn286Bm7SrFmzTEcAAACAAzHvAYB5bnVGEFxbwQLeAAAAcE/MewBgHkUQnMbmzZtNRwAAAIADMe8BgHkUQQAAAAAAAB6CIggAAAAAAMBDUATBaWzbts10BAAAADgQ8x4AmOdWdw1zJ5bmTT3quJK0atUqRUVFGTs+AAAAHMvUvGdyxjV5bBMCAgLK/ZwjJ05Jklo0Di7ydmUcG/BEFEFOyvvZp0xHqHTTpk2jCAIAAHBjpuY9T5ytTencuXO5n/Pp6/MlSbHD7i/yNgDH4NIwAAAAAAAAD0ERBAAAAAAA4CEoguA03njjDdMRAAAA4EDMewBgHkUQnEZISIjpCAAAAHAg5j0AMI8iCE7joYceMh0BAAAADsS8BwDmUQQBAAAAAAB4CIogOI1OnTqZjgAAAAAHYt4DAPMoguA0UlNTTUcAAACAAzHvAYB5FEEAAAAAAAAegiIIAAAAAADAQ1AEwWksXrzYdAQAAAA4EPMeAJhHEQQAAAAAAOAhKILgNIYNG2Y6AgAAAByIeQ8AzPMxHQDFy1+wSLaj6ZV+XEvzpvJ+9qlKPy4AAADgKKZma4n52hXs3LlT58+fN3LsgIAAde7c2cix4bkogpyU7Wi6bGl7TccAAAAAXB6zNUpz/vx5nTlzxnQMoNJwaRicRmxsrOkIAAAAcCDmPQAwjyIITiMuLs50BAAAADgQ8x4AmEcRBKfRr18/0xEAAADgQMx7AGAeRRCcxtmzZ01HAAAAgAMx7wGAeRRBAAAAAAAAHoIiCE4jJCTEdAQAAAA4EPMeAJhHEQSnsWTJEtMRAAAA4EDMe/Bk58+fNx0BkOQhRVBGRoZGjx6tbt26qWbNmrJYLEpLSyt229TUVPXv318NGjSQr6+vOnbsqLlz58pms1Vyas+TkJBgOgIAAAAciHkPrs5ms2nv3r364IMPNGXKFI0ePVojR47UhAkT9M4772jDhg3Kzs6+4Xlff/21Ro8ereTk5MoPDfyMRxRBhw4d0rJlyxQQEKCIiIgSt0tPT1dkZKROnjypOXPmaPXq1QoPD9eIESM0c+bMSkzsmVavXm06ApzUmR9zdOBYpn7MvGI6CgAAuAXMe3Bl27Zt0wsvvKA//vGP+te//qVvvvlGP/zwg86dO6fjx4/r888/18KFCzVixAj97W9/KyyEvv76a82cOVO5ubk6evSo4VcBSD6mA1SG8PBwnT59WpK0aNEiffLJJ8Vut2bNGmVmZmr58uVq0aKFJKlnz57atWuXlixZohdeeKHSMpdXzy2bdH9QfU1u086uxwFX8PmOU5q64Gt9+t/vJEleFulXPZrod8M7qUu7IMPpAACAu2K2xvUuXbqk+fPna+vWrZKkgIAAhYeHq02bNmrYsKG8vb2VmZmpo0ePavv27dqzZ48+/fRTbd++XQ8++KD++c9/6urVq+rVq5eeeuopsy8GkBsUQVarVbNmzdK8efN04sQJtW3bVm+99Zbi4uIUERGh+fPny8vLvhOfcnNzJUl+fn5FHvf399ePP/5Y4dkBlOyjpCMa+mJykcesNunjlBNatzlD//5Lb/W6p6GZcAAAAPAIly5d0muvvaYjR46oWrVq+vWvf60HHnhAPj5Ff5WuV6+eWrdurd69e+vEiROaP3++Dh48qA8//FCS1KtXLz3zzDOyWCwmXgZQhMtfGhYTE6MpU6Zo+PDhSkxM1ODBgzV06FAdOXJEXbp0Kde+hgwZojp16mjkyJFKT09XZmamFi9erKSkJI0bN85BrwAF1q5dazoCnMTZny7ryckpstlsslqLrs9ltdqUl2/V4PEblXM5z1BCAABwM5j34EpsNptmz56tI0eOqF69enr99df14IMP3lAC/Vzjxo01cODAwhMSLBaLevToQQkEp+HSRdDSpUu1aNEiffzxxxo/frwiIyP10ksv6Z577lFeXp46d+5crv01atRIW7Zs0e7du9WsWTMFBAQoNjZWs2bNUkxMjINeBQrs27fPdAQ4ib+tOqArV60qaY12q1U6fzFXy5KOVG4wAABwS5j34Eo+++wz7d69W7Vr19bvfvc7NWjQwK7nff3115o1a5asVqsaNWokm82mv/71r8rL44+YcA4ufWlYQkKC+vTpc8MC0K1atVKVKlUUGhparv2lp6drwIABCg4O1vTp0+Xn56cNGzZo/PjxslqtGjNmjCTpp59+0hNPPKEDBw6oRo0aql+/vt555x21atWqzGPY2wKvv6eHIoLqlSv/9IPf6s+H9xd5LCs/T/cH1bd7H8nJyepleaVcx7VHbGxsmdssXLiwzO3CwsIqKlLF6LBQkv3/rk7BFTI3HSnV7ihZSumqbfl6euRUPf0wt6GFi3KF78XiuGpuV8TnGi6orFnO1LxnaraWHDdfl+TF6fMkXfvZcf3bzsx05pdfflnt2hVd9+nKlStaunSpJOnpp59WvXr2ff0ULAxdsCbQY489pokTJ+rEiRPauHGjevfuXWT7lJQUPfDAAxXzQuDx7L3bucsWQRkZGUpLS9PYsWNv+Njx48fVvn17VatWrVz7nDhxorKzs5WYmKgaNWpIkiIjI5WXl6cJEybo8ccfV2BgoCwWi55//nn17NlTkvTWW2/p6aef1n/+859bf2G3YGLrO4pd0A5wPfb+j9+5hxoAAOC6mK0923//+19lZ2erZcuWuueee+x6zs9LoII1gQYPHqy33npL69evV69evZy+mIP7c+kiSNINp+fl5OQoJSVFffv2Lfc+U1NT1aFDh8ISqEBYWJhyc3N18OBBBQYGKiAgoLAEkqRu3bppxowZdh3D3oYub/KrsqXttT98BenRo4dsDvgf3Pbt28vcZuHChYqLiyt1mwULFlRUpAphCX1Xkv3/rs7AFTInLNill97+qvSNLN5a8OYkxQ5aVCmZgIrmCt+LxXHV3K6IzzVcUVkzn6l5z9RsLTluvi7JxNfnS7r2s+P6t52Z6cwbN27UmTNnijz23//+V9K1u0jbU9yUVAJJ136f9PPz04kTJ/Tdd9+pUaNGhc+LiIhw+n8fuB+XXSMoKOjaraMPHDhQ5PEZM2bo1KlT5V4oWpKCg4O1Z88e5eTkFHm84DaBDRsWf4ei2bNn6+GHHy738VDUpEmTTEeAk4gZ2FZVfLxU0v9zvSxS7VpVNLRvi8oNBgAAbgnzHlyBzWbTkSPX1qK88847y9y+tBJIknx8fBQSEiJJhfsFTHLZM4JatGih0NBQJSQkqG7dumrYsKFWrFihdevWSdINRdCKFSskSTt27JAkrV+/Xvv27VOtWrUKzx4aNWqUBg0apL59+2r06NGFawTNnj1b0dHRaty48Q05Xn31VR06dEgbN2505Mv1CFFRUaYjwEnUD6yhha9011O//1xeXpYidw7z8rLIyyL9Y3oP1apZxWBKAABQXsx7cAUXL17UxYsXVaNGjcITEEpSVglUoGnTptq2bZu+++47R8UG7OayRZCXl5eWL1+u4cOHKz4+XoGBgRo2bJhGjhypyZMn37BQdHR0dJH3C24H37RpUx07dkySNHDgQCUlJWn69OmKj49Xdna2mjdvrqlTpxYuFH291157Tf/+97+1fv161axZ0zEv1E4bukWW63FnFBYWpm3btpmOASfx5K9aq0FQDb02f5f+s/N04eM9f3m7Xn6uk+7tVL6FGgEAgHmuMu+5w2yNm1e1alU9+eST8vb2LvWysCtXrmju3LlllkCSFBoaqqpVq9p1gyHA0Vy2CJKkNm3aaNOmotfbPvHEE2rXrt0N6/zYe91l7969b1jJvTivvvqq1q1bp/Xr1ysgIMDuzADs17tbI/Xu1qhwnYyTnw1V8G1mS1cAAAC4t+rVq6tfv35lbletWjW98MIL2rp1q37961+XWhq1bt1arVu3rsiYwE1z6SKoODt27FDXrl0deoxvvvlGr7zyilq2bKkePXoUPr5r1y6HHhfwdJRAAAAAcCYtW7ZUy5YtTccAysWtiqCsrCwdOHBAI0aMcOhx2rdvz8ruDtC9e3fTEQAAAOBAzHsAYJ5bFUG+vr7Kz883HQM3adasWaYjAAAAwIGY9wDAPJe9fTzcT8EC3gAAAHBPzHsAYB5FEJzG5s2bTUcAAACAAzHvAYB5FEEAAAAAAAAegiIIAAAAAADAQ1AEwWls27bNdAQAAAA4EPMeAJhHEQSnsWrVKtMRAAAA4EDMewBgnlvdPt6dWJo39ajjStK0adMUFRVl7PgAAABwLFPznskZ1+SxYZ+AgICbet6RE6ckSS0aBxd5uzKODdwKiiAn5f3sU6YjAAAAAG6B2Rql6dy5800979PX50uSYofdX+RtwNlxaRgAAAAAAICHoAiC03jjjTdMRwAAAIADMe8BgHkUQXAaISEhpiMAAADAgZj3AMA8iiA4jYceesh0BAAAADgQ8x4AmEcRBAAAAAAA4CEoggAAAAAAADwERRCcRqdOnUxHAAAAgAMx7wGAeRRBcBqpqammIwAAAMCBmPcAwDyKIAAAAAAAAA9BEQQAAAAAAOAhKILgNBYvXmw6AgAAAByIeQ8AzKMIAgAAAAAA8BAUQXAaw4YNMx0BAAAADsS8BwDm+ZgOgOLlL1gk29H0Sj+upXlTeT/7VKUfFwAAAHAUU7O1xHwNx9m5c6fOnz9f6ccNCAhQ586dK/24qDgUQU7KdjRdtrS9pmMAAAAALo/ZGu7o/PnzOnPmjOkYcEFcGganERsbazoCAAAAHIh5DwDMowiC04iLizMdAQAAAA7EvAcA5lEEwWn069fPdAQAAAA4EPMeAJhHEQSncfbsWdMRAAAA4EDMewBgHkUQAAAAAACAh6AIgtMICQkxHQEAAAAOxLwHAOZ5RBGUkZGh0aNHq1u3bqpZs6YsFovS0tKK3TY1NVX9+/dXgwYN5Ovrq44dO2ru3Lmy2WyVnNrzLFmyxHQEAAAAOBDzHmBOXl6ejhw5ouTkZCUmJurTTz/V7t27lZWVVeJzNm/erOTk5MoLiUrhYzpAZTh06JCWLVumLl26KCIiQp988kmx26WnpysyMlItW7bUnDlz5O/vrzVr1mjEiBHKysrSCy+8UMnJPUtCQoImT55sOgYAAAAchHkPqHxHjx7Vp59+qi+++EK5ubnFbnPHHXeoV69e+uUvfylvb29J10qgOXPmSJKaNWumZs2aVVZkOJhHFEHh4eE6ffq0JGnRokUlFkFr1qxRZmamli9frhYtWkiSevbsqV27dmnJkiVOXQT13LJJ9wfV1+Q27ex63BmtXr2awQBu4eQP2Vq48oB2fntW3l5eigwL1hP/10r+tauajgYAgFGuMu+5w2wNXL58WUuXLlVSUlLhY7fffruaNWum2rVr6+rVqzpx4oSOHTumb7/9Vt9++61atmyp+Ph4HTt2THPmzJHNZtMjjzxCCeRmXL4IslqtmjVrlubNm6cTJ06obdu2euuttxQXF6eIiAjNnz9fXl72XQFX0I76+fkVedzf318//vhjhWcH4H7mfLhXY17fqvx8m7y8LLJIWvnZMU16c7v+OesB9e7WyHREAAAAuLkff/xRCQkJysjIkLe3t3r16qXevXvr9ttvv2HbnJwc/ec//9GaNWt0+PBhvfjii7JarYUl0COPPGLgFcCRXH6NoJiYGE2ZMkXDhw9XYmKiBg8erKFDh+rIkSPq0qVLufY1ZMgQ1alTRyNHjlR6eroyMzO1ePFiJSUlady4cQ56BQDcxYpPj+o3Cf9Vfv61NcWsVpvyrdfevnQ5T/1HrdfX+8+ZjAgAAAA3d/HiRb322mvKyMhQw4YNNXXqVD311FPFlkCSVKNGDfXu3Vt/+tOfFBISovz8fNlsNt17772UQG7Kpc8IWrp0qRYtWqTk5GRFRERIkiIjI7Vz506tXLlSnTt3Ltf+GjVqpC1btigqKqrw1DcfHx/NmjVLMTExFR0fP7N27VrTEYCbZrPZ9Id3dspikYpbW95qlfJk1Z8W7dHfp/Wo9HwAADgD5j3A8d577z2dPHlSTZo00e9//3vVrl3bruft3LlT+/fvL3x/z549unDhwg1XzMD1uXQRlJCQoD59+hSWQAVatWqlKlWqKDQ0tFz7S09P14ABAxQcHKzp06fLz89PGzZs0Pjx42W1WjVmzJjCbR9++GEdOXJE3t7eqlKlihISEtSzZ88yj2GxWOzKsv6eHooIqleu/NMPfqs/H95f5LGs/DzdH1Tf7n0kJyerl+WVch3XHrGxsWVuk56erqZNm5a6TVhYWEVFqhgdFkqy/9/VKZDZMao3klq/UuomVqv0wb/364PXe0m2vMrJBeflCl/XxXHV3K6IzzVcUFkzn6l5z9RsLTluvi7Ji9PnSbr2s+P6t52ZK2aWzOd++eWX1a5d0fWqdu7cqS1btqhatWoaN26c3SVQwcLQNptNgwYN0r59+/TNN99oyZIl+s1vflNk25SUFD3wwAMV9jpQcey927nLFkEZGRlKS0vT2LFjb/jY8ePH1b59e1WrVq1c+5w4caKys7OVmJioGjVqSLp2hlFeXp4mTJigxx9/XIGBgZKuLTodEBAg6dot53v06KEff/yxcIV1Eya2vqPYBe1cxfr16+0qjACn5O1r33YWH8mrupRf8m06AQBwV64077n6bA3PVHDW3SOPPKIGDRrY9ZzrS6CCNYF++OEHjR07Vlu2bNHQoUMLfw+Ge3DpIkjSDV/cOTk5SklJUd++fcu9z9TUVHXo0KGwBCoQFham3NxcHTx4sPAboKAEkqTMzExZLBa72jd7G7q8ya/KlrbX/vAVpEePHrI54H9w27dvL3ObhQsXKi4urtRtFixYUFGRKoQl9F1J9v+7OgMyO8Y3h37SnQNXlrldtSpeupBzXlWrmCuN4Rxc4eu6OK6a2xXxuYYrKmvmMzXvmZqtJcfN1yWZ+Pp8Sdd+dlz/tjNzxcyS+dwbN27UmTNnCt8/deqUvvnmG1WrVs3uM3aKK4EkqV69err77ru1detWJScna9CgQYXPiYiIcIl/H5TMZReLDgoKkiQdOHCgyOMzZszQqVOnyr1QtCQFBwdrz549ysnJKfL41q1bJUkNGzYs8vjIkSPVokULDRo0SP/85z/l4+OyvRqAW9SuZYA6hQSqtJsUelmkx/6vFSUQAAAAKlzB+j533XWXatasWeb2JZVABe655x5J0r59+yo+LIxy2eaiRYsWCg0NVUJCgurWrauGDRtqxYoVWrdunSTdUAStWLFCkrRjxw5J105L3bdvn2rVqlV49tCoUaM0aNAg9e3bV6NHjy5cI2j27NmKjo5W48aNi+xzzpw5kq5dIzl27Fh9/vnn8vW18/IQ3GDSpEmmIwA3zWKxaMpvOqv/qPXFLhjt5WVRjWreeuGpDmYCAgDgBJj3AMc5evSopGu/K5elrBJIklq2bClJOnbsWIXmhHkuWwR5eXlp+fLlGj58uOLj4xUYGKhhw4Zp5MiRmjx58g0LRUdHRxd5v+B28E2bNi38wh44cKCSkpI0ffp0xcfHKzs7W82bN9fUqVOLLBT9cxEREfLy8tIXX3yhBx98sGJfqJ02dIss1+POKCoqynQE4JY8FN5Ei18LV9yrX+hybn6Rj9X1q6rVb/ZSSPMAM+EAAHACrjLvucNsDc/k7++v+vVLX9B8y5YtZZZAkhQYGCg/Pz9VqVJFNpvNJRbwhn1ctgiSpDZt2mjTpqLX2z7xxBNq167dDev82HsNY+/evdW7d+9St8nKytK5c+cK73iQmpqqw4cP64477ihHevxcWFiYtm3bZjoGcEue6N9a/SOaaMm/DmnM69cuK/37tAg90qu5qlXlkjAAgGdj3gMc5+mnn9bTTz9d5nb169dXjRo11K9fvxJLIOnaGe/z58+vyIhwEi5dBBVnx44d6tq1q0OPkZ2drUcffVRZWVny8fFR9erV9fe//11NmjRx6HEBuIYAv2oa/Vj7wiLosYdaGU4EAAAAXNOyZUvNnDlTdevWNR0FhrhVEZSVlaUDBw5oxIgRDj1O/fr1CxeQBgAAAADAlVACeTa3KoJ8fX2Vn59f9oZwSt27dzcdAQAAAA7EvAcA5rns7ePhfmbNmmU6AgAAAByIeQ8AzKMIgtMouJMbAAAA3BPzHgCYRxEEp7F582bTEQAAAOBAzHsAYB5FEAAAAAAAgIegCAIAAAAAAPAQFEFwGtu2bTMdAQAAAA7EvAcA5rnV7ePdiaV5U486riStWrVKUVFRxo4PAAAAxzI175mccU0eG+4tICCg3M85cuKUJKlF4+Aibzv6uHAuFEFOyvvZp0xHqHTTpk2jCAIAAHBjpuY9T5yt4f46d+5c7ud8+vp8SVLssPuLvA3PwqVhAAAAAAAAHoIiCAAAAAAAwENQBMFpvPHGG6YjAAAAwIGY9wDAPIogOI2QkBDTEQAAAOBAzHsAYB5FEJzGQw89ZDoCAAAAHIh5DwDMowgCAAAAAADwEBRBcBqdOnUyHQEAAAAOxLwHAOZRBMFppKammo4AAAAAB2LeAwDzKIIAAAAAAAA8BEUQAAAAAACAh6AIgtNYvHix6QgAAABwIOY9ADCPIggAAAAAAMBDUATBaQwbNsx0BAAAADgQ8x4AmOdjOgCKl79gkWxH0yv9uJbmTeX97FOVflwAAADAUUzN1hLzNXC9nTt36vz580aOHRAQoM6dOxs5trOhCHJStqPpsqXtNR0DAAAAcHnM1oBzOH/+vM6cOWM6hsfj0jA4jdjYWNMRAAAA4EDMewBgHkUQnEZcXJzpCAAAAHAg5j0AMI8iCE6jX79+piMAAADAgZj3AMA8iiA4jbNnz5qOAAAAAAdi3gMA8yiCAAAAAAAAPARFEJxGSEiI6QgAAABwIOY9ADCPIghOY8mSJaYjAAAAwIGY9wBUhoyMDNMRnJrbF0EZGRkaPXq0unXrppo1a8pisSgtLa3YbVNTU9W/f381aNBAvr6+6tixo+bOnSubzVbJqT1TQkKC6QgAAABwIOY9APa6cuWKNm3apDfffFPPP/+8nnjiCT322GOKj4/X66+/rjVr1uinn3664Xlr167VCy+8oOTk5MoP7SLcvgg6dOiQli1bpoCAAEVERJS4XXp6uiIjI3Xy5EnNmTNHq1evVnh4uEaMGKGZM2dWYmLPtXr1atMRAI9mtdqU+u1Zpew4pSMZF0zHAQC4IeY9AGXJy8vTqlWrNGLECM2bN0///e9/9f333+vq1avKz8/XTz/9pNTUVC1dulS/+c1v9M477+jChWuz69q1a/X+++/LZrMpLy/P8CtxXj6mAzhaeHi4Tp8+LUlatGiRPvnkk2K3W7NmjTIzM7V8+XK1aNFCktSzZ0/t2rVLS5Ys0QsvvFBpmW9Gzy2bdH9QfU1u086uxwGggM1m07srDyhh4dc6+t3Fwsd7/KKBEsb8Qvd0rG8wHQAAlY/ZGjDj+++/15tvvqmjR49Kklq3bq3w8HC1bt1awcHB8vLy0rlz53TkyBFt3bpVO3bs0Oeff66vv/5aXbp00caNGyVJsbGx6tmzp8mX4tRcugiyWq2aNWuW5s2bpxMnTqht27Z66623FBcXp4iICM2fP19eXvad9JSbmytJ8vPzK/K4v7+/fvzxxwrPDgDO4uU5O/Xa/F2yWIo+/vnO04p4ep0S33lQD3S93Uw4AAAAeISTJ0/qj3/8o86fP6/bbrtNcXFx6tChww3bNWjQQA0aNFC3bt30/fffa/78+dq7dy8lUDm49KVhMTExmjJlioYPH67ExEQNHjxYQ4cO1ZEjR9SlS5dy7WvIkCGqU6eORo4cqfT0dGVmZmrx4sVKSkrSuHHjHPQKcL21a9eajgB4nF37zum1+bskST9fDs1qtSnfatXjk5OVl2et/HAAALfDvAegOJcvX9aMGTN0/vx5tWvXTq+//nqxJdDPNWjQQJ07dy5838vLS23atHFkVLfgskXQ0qVLtWjRIn388ccaP368IiMj9dJLL+mee+5RXl5ekS8GezRq1EhbtmzR7t271axZMwUEBCg2NlazZs1STEyMg14Frrdv3z7TEQCP886yb+VlKfnjVqv0/dkc/SvleOWFAgC4LeY9AMX58MMP9f3336tx48aaMGGCatasadfz1q5dq7///e+SpDZt2shqteqvf/0r6wOVwWUvDUtISFCfPn1uWAC6VatWqlKlikJDQ8u1v/T0dA0YMEDBwcGaPn26/Pz8tGHDBo0fP15Wq1Vjxoy54Tnz58/X8OHDtXz5cj3yyCN2Hcfy82svSrD+nh6KCKpXrtcw/eC3+vPh/UUey8rP0/1B9q/vkZycrF6WV8p1XHvExsaWuc3ChQvL3C4sLKyiIlWMDgsl2f/v6hTIXHlcIXer30s1mpa+jc2mgY+NlU6vrpRIHsMVvj6K46q5XRGfa7igsmY5U/Oeqdlactx8XZIXp8+TdO1nx/VvOzNXzCy5Zm7TmV9++WW1a1d0ja0zZ84oKSlJXl5eGjFihKpXr27XvgoWhpau/ey599579cILLxSuH9S9e/ci26ekpOiBBx6omBfipOy947lLFkEZGRlKS0vT2LFjb/jY8ePH1b59e1WrVq1c+5w4caKys7OVmJioGjVqSJIiIyOVl5enCRMm6PHHH1dgYGDh9gcPHtR7772nrl273tqLqUATW99R7IJ2AFAim/XaNWFlDQA2Lg0DAHgWZmugcnz22Wey2Wzq1q2bmjdvbtdzfl4CFawJ9PDDD2vhwoX69NNPbyiC8D8uWwRJ164HvF5OTo5SUlLUt2/fcu8zNTVVHTp0KCyBCoSFhSk3N1cHDx4sLILy8vL0zDPPaO7cuXr++efLdRx7G7q8ya/Klra3XPuuCD169JDNAf+D2759e5nbLFy4UHFxcaVus2DBgoqKVCEsoe9Ksv/f1RmQufK4Qu4X/7xNf3pvj0pNaLFo47/mKjJsTWXF8giu8PVRHFfN7Yr4XMMVlTXzmZr3TM3WkuPm65JMfH2+pGs/O65/25m5YmbJNXObzrxx40adOXOmyGMFPzfuv/9+u/ZRUgkkSd27d9f777+vAwcOKDMzU/7+/oUfi4iIcPp/n8rikmsEBQUFSZIOHDhQ5PEZM2bo1KlT5V4oWpKCg4O1Z88e5eTkFHl869atkqSGDRsWPjZlyhT17dtXd911V7mPg5JNmjTJdATA4zwXfYe8vCwlnhDk5WVRSDN/9bg7uHKDAQDcEvMegOtdvnxZJ0+elLe3t12LPJdWAklS9erVC88qOnLkSMUHdhMueUZQixYtFBoaqoSEBNWtW1cNGzbUihUrtG7dOkm6oQhasWKFJGnHjh2SpPXr12vfvn2qVatW4dlDo0aN0qBBg9S3b1+NHj26cI2g2bNnKzo6Wo0bN5Ykffnll9q4caOSk5Mr6dV6jqioKNMRAI/TvFFtvfvqfXrm5c9l8bLIav3fX0ksFimgdlWtmPWA01/vDgBwDcx7AK73/fffy2azKTg4WFWqVCl127JKoAKNGzfWvn37dOrUKXXq1KnCM7sDlyyCvLy8tHz5cg0fPlzx8fEKDAzUsGHDNHLkSE2ePPmGhaKjo6OLvF9wO/imTZvq2LFjkqSBAwcqKSlJ06dPV3x8vLKzs9W8eXNNnTq1yELRmzZt0uHDh9WyZUtJ175w9+7dq/T0dP32t7914Ksu3YZukeV63BmFhYVp27ZtpmMAHmfYgNZq3tBXf1q8R/9OOSFJqlndR08NaK0JT3dQ09trG04IAHAXrjLvucNsDbiCoKAgjR49usw1fjMzM7Vy5UpJpZdA0rXLMdu2basWLVpUaFZ34pJFkHTt1nCbNhW91vaJJ55Qu3btbljnx97rAHv37q3evXuXus3EiRM1ceLEwvd79Oih3/zmN3bfNQwAnFH4L4IV/ovgwjVJfvricVWt4m04FQAAANyZr6+vunXrVuZ2/v7+mjx5so4fP67IyNIL2ZYtWxaeuIHiuWwRVJwdO3Y41V28AMBVUQIBAADAmVDwVBy3KYKysrJ04MABjRgxolKPy1pBFYfb+wEAALg35j0AMM9tiiBfX1/l5+ebjoFbMGvWLNMRAAAA4EDMewBgnkvePh7uqWARbwAAALgn5j0AMI8iCE5j8+bNpiMAAADAgZj3AMA8iiAAAAAAAAAPQREEAAAAAADgISiC4DS2bdtmOgIAAAAciHkPAMyjCILTWLVqlekIAAAAcCDmPQAwz21uH+9uLM2betRxJWnatGmKiooydnwAAAA4lql5z+SMa/LYgLMJCAi4qecdOXFKktSicXCRtyvj2O6IIshJeT/7lOkIAAAAgFtgtgacQ+fOnW/qeZ++Pl+SFDvs/iJv4+ZwaRgAAAAAAICHoAiC03jjjTdMRwAAAIADMe8BgHkUQXAaISEhpiMAAADAgZj3AMA8iiA4jYceesh0BAAAADgQ8x4AmEcRBAAAAAAA4CEoggAAAAAAADwERRCcRqdOnUxHAAAAgAMx7wGAeRRBcBqpqammIwAAAMCBmPcAwDyKIAAAAAAAAA9BEQQAAAAAAOAhKILgNBYvXmw6AgAAAByIeQ8AzKMIAgAAAAAA8BAUQXAaw4YNMx0BAAAADsS8BwDm+ZgOgOLlL1gk29H0Sj+upXlTeT/7VKUfFwAAAHAUU7O1xHwNuIOdO3fq/PnzlX7cgIAAde7cucL3SxHkpGxH02VL22s6BgAAAODymK0B3Irz58/rzJkzpmNUGC4Ng9OIjY01HQEAAAAOxLwHAOZRBMFpxMXFmY4AAAAAB2LeAwDzKILgNPr162c6AgAAAByIeQ8AzKMIgtM4e/as6QgAAABwIOY9ADCPIggAAAAAAMBDUATBaYSEhJiOAAAAAAdi3gMA8zyiCMrIyNDo0aPVrVs31axZUxaLRWlpacVum5qaqv79+6tBgwby9fVVx44dNXfuXNlstkpO7XmWLFliOgIAAAAciHkPgCc4d+6ctm3bpn/+85/6xz/+oeXLl+uLL77QqVOniu0WbDabli5dquTk5ErJ51MpRzHs0KFDWrZsmbp06aKIiAh98sknxW6Xnp6uyMhItWzZUnPmzJG/v7/WrFmjESNGKCsrSy+88EIlJ/csCQkJmjx5sukYAAAAcBDmPQDuymaz6csvv1RSUpK+/fbbErdr2rSpevXqpR49esjHx6ewBPr444/l4+OjO++8U0FBQQ7N6hFFUHh4uE6fPi1JWrRoUYlF0Jo1a5SZmanly5erRYsWkqSePXtq165dWrJkiVMXQT23bNL9QfU1uU07ux53RqtXr2YwAGA3m82mrbt/0F8/2qe0Qz+pejVv9eveWLGD2qp+YA3T8QAAxXCVec8dZmsAleeHH37QvHnz9M0330iSqlWrpjZt2qhZs2aqWbOmrly5ohMnTmj//v1KT0/XwoUL9emnn+q5557T1q1b9fHHH8vb21ujR492eAkkuUERZLVaNWvWLM2bN08nTpxQ27Zt9dZbbykuLk4RERGaP3++vLzsuwIuNzdXkuTn51fkcX9/f/34448Vnh0AcHOsVpviX/tC81fsl5eXZLVKFklbdv2gqQt3adWfe+rBexuZjgkAAAA3d+jQIU2bNk3Z2dmqXbu2Bg0apPDwcNWsWfOGba9evaovv/xSH330kY4fP66XXnpJNptN3t7eGjNmjMLCwiols8uvERQTE6MpU6Zo+PDhSkxM1ODBgzV06FAdOXJEXbp0Kde+hgwZojp16mjkyJFKT09XZmamFi9erKSkJI0bN85BrwAAUF6vzd+l+Sv2S7pWAklSwdXWV67ka8CYDdp/9LyRbAAAAPAMGRkZhSXQXXfdpZkzZ6pPnz7FlkCSVKVKFXXv3l2vv/66mjRpUrhe0IABAyqtBJJc/IygpUuXatGiRUpOTlZERIQkKTIyUjt37tTKlSvVuXPncu2vUaNG2rJli6KiotSsWTNJko+Pj2bNmqWYmJiKjo+fWbt2rekIAFxAzuU8zVqyp8SPW21S7tV8vfWPvZrzUrdKTAYAKAvzHgB3kZeXpzlz5ig7O1t33323xowZIx+fsisWm82mVatW6fjx47JYLLLZbNq0aZP69esnX1/fSkju4kVQQkKC+vTpU1gCFWjVqpWqVKmi0NDQcu0vPT1dAwYMUHBwsKZPny4/Pz9t2LBB48ePl9Vq1ZgxYwq37dGjh9LT0+Xv7y9J6tOnj6ZPn17mMSwWi11Z1t/TQxFB9cqVf/rBb/Xnw/uLPJaVn6f7g+rbvY/k5GT1srxSruPaIzY2tsxt0tPT1bRp01K3qcyW1C4dFkqy/9/VKZC58rhiblfIXDtUaja61E1sNumdD3bond/dW0mhboIrfK6L46q5XRGfa7igsmY+U/Oeqdlactx8XZIXp8+TdO1nx/VvOzNXzCy5Zm5XzCyZz/3yyy+rXbuia4MlJSXp6NGjCgoK0ogRI+wugQoWhvb29taoUaOUmJio/fv368MPP7zhZ2hKSooeeOABu3Pae7dzly2CMjIylJaWprFjx97wsePHj6t9+/aqVq1aufY5ceJEZWdnKzExUTVqXFtoNDIyUnl5eZowYYIef/xxBQYGFm7/pz/9SY888sitvZAKNLH1HcUuaOcq1q9fb1dhBMDDedu5ELR3dcfmAACUmyvNe64+WwNwHKvVWngTqqeeeqqwPyjNz0uggjWBGjdurN/+9rdKSUnRkCFDKuWsIJcugiSpQYMGRR7PyclRSkqK+vbtW+59pqamqkOHDjf8I4aFhSk3N1cHDx4sUgTdDHsburzJr8qWtveWjnUzevToIZsD/ge3ffv2MrdZuHCh4uLiSt1mwYIFFRWpQlhC35Vk/7+rMyBz5XHF3K6Q+fMdpxTxzLpSt7FYpCa3++vYHud9Ha7wuS6Oq+Z2RXyu4YrKmvlMzXumZmvJcfN1SSa+Pl/StZ8d17/tzFwxs+SauV0xs2Q+98aNG3XmzJnC99PS0nTmzBnVq1fPriVpSiqBJKlhw4bq2LGjvv76a33xxRd68MEHC58XERHhkNfpsotFF9xS7cCBA0UenzFjhk6dOlXuhaIlKTg4WHv27FFOTk6Rx7du3Srp2j/Q9V566SV16NBBAwYM0O7du8t9PABA+XXv3EDNG9ZWaWcD22xS3KC2lRcKAAAAHqOgh7j77rvLvEt5aSVQgYL3f95vOIrLnhHUokULhYaGKiEhQXXr1lXDhg21YsUKrVt37a/EPy+CVqxYIUnasWOHpGunpe7bt0+1atUqPHto1KhRGjRokPr27avRo0cXrhE0e/ZsRUdHq3HjxoX7W7JkiRo3biyLxaIPP/xQDz74oA4dOqRatWpVxst3S5MmTTIdAYAL8PKyaOZvwzRo3GeyWK6VPkU/LjVu4KvnBt9hJiAAoETMewDcwbFjxyRJzZs3L3U7e0og6Vq/cf1+Hc1liyAvLy8tX75cw4cPV3x8vAIDAzVs2DCNHDlSkydPvmGh6Ojo6CLvF9wOvmnTpoWf7IEDByopKUnTp09XfHy8srOz1bx5c02dOrXIQtGS1KRJk8K3hwwZohdffFH79+8v953KKsqGbpHletwZRUVFmY4AwEUM7NlMH0zroRFTv1Bm1tUiH+scEqQVs+5XXf/yrRMHAHA8V5n33GG2BuA4AQEBatas2Q1L1fzcP//5zzJLIEkKDAxUkyZNVLduXUfEvYHLFkGS1KZNG23aVPR62yeeeELt2rW7YZ0fe6+r6927t3r37l3qNpcvX1ZWVlbh5WmfffaZLl68qFatWpUjPX4uLCxM27ZtMx0DgIv49UMtFfVAUy3/9KiG/e5zSdJ/3++vX4be5hJ3vwAAT8S8B8Ad2LvofadOnZSUlKRnn3221Dsi+vn5acaMGRUVr0wuXQQVZ8eOHeratatDj3HhwgX17dtXubm58vLykp+fnz7++GP5+fk59LgAgKJqVPfRk79qXVgEde1YvlsDAwAAAI7SsmVLvfXWW3bdVawyuVURlJWVpQMHDmjEiBEOPU69evX01VdfOfQYAAAAAADAtTlbCSS5WRHk6+ur/Px80zFwk7p37246AgAAAByIeQ8AzHPZ28fD/cyaNct0BAAAADgQ8x4AmEcRBKdRcCc3AAAAuCfmPQAwjyIITmPz5s2mIwAAAMCBmPcAwDyKIAAAAAAAAA9BEQQAAAAAAOAhKILgNLZt22Y6AgAAAByIeQ8AzHOr28e7E0vzph51XElatWqVoqKijB0fAAAAjmVq3jM545o8NoCKERAQUO7nHDlxSpLUonFwkbcdfVx7UAQ5Ke9nnzIdodJNmzaNIggAAMCNmZr3PHG2BlBxOnfuXO7nfPr6fElS7LD7i7ztDLg0DAAAAAAAwENQBAEAAAAAAHgIiiA4jTfeeMN0BAAAADgQ8x4AmEcRBKcREhJiOgIAAAAciHkPAMyjCILTeOihh0xHAAAAgAMx7wGAeRRBAAAAAAAAHoIiCE6jU6dOpiMAAADAgZj3AMA8iiA4jdTUVNMRAAAA4EDMewBgHkUQAAAAAACAh6AIAgAAAAAA8BAUQXAaixcvNh0BAAAADsS8BwDmUQQBAAAAAAB4CIogOI1hw4aZjgAAAAAHYt4DAPMoggAAAAAAADwERRAAAAAAAICHoAiC04iNjTUdAQAAAA7EvAcA5lEEwWnExcWZjgAAAAAHYt4DAPMoguA0+vXrZzqCXU6duaR/JR/XtIVfFz72z/VHlX7yosFUAAAAzs9V5j0AcGc+pgMABc6ePWs6QolsNptWfZauOR/u1cZtp274+CO/3ShJCrvzNo149A499lBL+fjQswIAAFzPmec9APAUFEFAGdJPXlTsK5u1YevJMrfdlnZG29LOaM6yvXrvj+Fq36pOJSQEAAAAAMA+nLIApxESEmI6wg227TmjToNX21UCXW972ln9YugarfvPCQclAwAAcD3OOO8BgKehCILTWLJkiekIRew9/JMefO4T/XQh96aef/lKvgaO3aDPd9x4KRkAoOJdvpKn/3592u7tvz97Sd8eOe+4QG4s82Kudu61/xKfwycu6PipLAcmgqtwtnkPADyR2xdBGRkZGj16tLp166aaNWvKYrEoLS2t2G1TU1PVv39/NWjQQL6+vurYsaPmzp0rm81Wyak9U0JCgukIha5eterxSSk6f7H0Esi2O0a23TElfvxKrlVPvJSiC1k3VyYBAOyTezVfUc9/ph7PrLPrbMzvz17S/bGJ6vHMWsqgcrqYnavewz9Rj5h12vr1D2Vuf+j4BfV4Zp0iY9Yp4/vsSkgIZ+ZM8x4AeCq3L4IOHTqkZcuWKSAgQBERESVul56ersjISJ08eVJz5szR6tWrFR4erhEjRmjmzJmVmNhzrV692nSEQm/94xul7jtXIfs6fipbL8/ZWSH7AgAUr4qPl1o39VPuVauint9QahlUUAJ9e+S86tWtoaCAapWY1PXVqOaj5o18dTH7qno/90mpZdCh4xeuFUCns3X7bTUV4Fe1EpPCGTnTvAcAnsrti6Dw8HCdPn1a69at06OPPlridmvWrFFmZqaWL1+uQYMGqWfPnnr77bfVvXt3TmH1MPn5Vr35wTcVus93V+3nrCAAcCCLxaI3X+yqUb9uV2oZdH0JdGerOtq4sK9uq1vDQGLX5ePjpb8n9NCjfZqXWgZdXwJ171RfiXMflG/NKgYSAwCA67l0EWS1WjVz5ky1bt1a1atXV8eOHZWSkqK2bdsqLi5OkuTlZd9LzM299ku6n59fkcf9/f1ltVorNjic2vr/ntSJCj51PetSnpZ9cqRC9wkAKKqsMogSqOKUVQZRAgEA4LxcugiKiYnRlClTNHz4cCUmJmrw4MEaOnSojhw5oi5dupRrX0OGDFGdOnU0cuRIpaenKzMzU4sXL1ZSUpLGjRvnoFeA661du9Z0BEnSF7vsX2i0PLbYsY4CAODWlFQGUQJVvJLKIEoglMZZ5j0A8GQ+pgPcrKVLl2rRokVKTk4uXPsnMjJSO3fu1MqVK9W5c+dy7a9Ro0basmWLoqKi1KxZM0mSj4+PZs2apZiYkhcDRsXZt2+fbrvtNtMxKmxtoJ/b+a1j9gsAKKqgDJKkt/+xV1HPb1D9wBo68X02JVAFKyiDJGnZJ0fVMy5RNav76MxPlymBUCxnmfcAwJO5bBGUkJCgPn363LAAdKtWrVSlShWFhoaWa3/p6ekaMGCAgoODNX36dPn5+WnDhg0aP368rFarxowZU7htbm6uJk6cqH/961+qXr266tSpo88//9yu41gslnLlchexsbFlbrNw4cIytwsLC6uoSCVrOUmq2bLIQ6XdGaykj1tC3y3y/u60Q87x799hoSQX+1p0xcySa+Z2xcySa+Z2xcyS6+VuOEy5de+7dslv7lmlffy86gW6yG3MXepz7SU1/Y2yFarsnDwp57g2/32kai+5YjoYKllZs5zTzHtu7MXp8yRd+9lx/dvOzBUzS66Z2xUzS66Z20Rme+947pJFUEZGhtLS0jR27NgbPnb8+HG1b99e1aqV7w4gEydOVHZ2thITE1WjxrW/EkZGRiovL08TJkzQ448/rsDAQEnS5MmTdfHiRe3bt0/e3t46derUrb8oOA+bo9aEYq0pAKhUPn5Fi32fAKlmc+niHmOR3FbVIKl6o+vev02q1lDKYX08AACcjcsWQZLUoEGDIo/n5OQoJSVFffv2Lfc+U1NT1aFDh8ISqEBYWJhyc3N18OBBBQYG6tKlS5o3b55OnDghb29vSVJwcLDdx7G3oXM327dvL3ObhQsXFi7yXZIFCxZUVKQSPT4pWR+sPVzksZ+f3VOg4Eygkj5+vYhudyp5n/l//4KsrvS16IqZJdfM7YqZJdfM7YqZJdfJff2aQIW8fFS19Vitmt1T/e5rbCybvVzlc339mkCFvGuodsc/6NO/9lHXjvXMhUOlK2vmc5Z5z51NfH2+pGs/O65/25m5YmbJNXO7YmbJNXM7c2aXXCw6KChIknTgwIEij8+YMUOnTp0q90LR0rUyZ8+ePcrJySny+NatWyVJDRs2lCQdOnRI/v7+mjVrlsLCwtS1a1d99NFHN/My8DOTJk0yHUGS1KVdkEvtFwBQ1M8Xhi5Q1q3lUX4/Xxi6QFm3lofncpZ5DwA8mUueEdSiRQuFhoYqISFBdevWVcOGDbVixQqtW7dOkm4oglasWCFJ2rFjhyRp/fr12rdvn2rVqlV49tCoUaM0aNAg9e3bV6NHjy5cI2j27NmKjo5W48bX/nKYl5en7777TsHBwdq2bZuOHTumbt26qXXr1urUqVNlfQrcUlRUlOkIkqQ+9zbSuD996ZD9AgAcq7i7g9Xr8Q9JumEBaVc5M8hZFXd3sNpdl0hSkQWkez/3CWcGoZCzzHsA4Mlc8owgLy8vLV++XO3bt1d8fLyefvppBQUFaeTIkfL29r5hoejo6GhFR0drzpw5kqRx48YpOjpa8fHxhdsMHDhQSUlJ8vLyUnx8vB5++GGtXbtWU6dO1fvvv1+4XZMmTSRJw4YNkyQ1a9ZM9957r7Zt2+bol+32nGVhwDtaBKjH3fZf7meP1k399MAvb6/QfQIAiirrFvEl3Voe5VfWLeJLurU84CzzHgB4Mpc8I0iS2rRpo02bNhV57IknnlC7du1uWOfH3uvwevfurd69e5e6TVBQkPr06aO1a9cqOjpa586d07Zt2/Tb3/62fC8ATu0Pz3VS8vaKWwT8D891kpeXc69qDwCu7Epuvh54tuQSqEBxt5b//L2H9MtQzlax108XrpRaAhX4+a3lez/3iXYsHaA2zfwrOTEAALieyxZBxdmxY4e6du3q8OP89a9/VUxMjP74xz9eW/hp4sRKOS4qT4+7gzXi0Tv0zrJvb3lfv+rRRL/u17LsDQEAN61aVW89/1h7/eXDb7Vhfp9iS6AC15dBx77L0l0hgZUV0y3U8aumuEfa6tMt35VYAhW4vgyqWd1HrZr4VVJKAABQErcpgrKysnTgwAGNGDHC4cdq2rSpNmzY4PDjeJru3bubjlDEzN+G6ZvDPyllx/clblPW3cLubFVH700Jl8XC2UAA4GjPPhKiYQNaq2oV7zK3LSiD8vJsqlLFJa+UN+r3wzvpxWdC7fpcF5RBXl4Wzo6F0817AOCJ3KYI8vX1VX5+vukYuAWzZs0yHaGIGtV9tPYvvfXricn6OPl4uZ9/b6f6Wj27p+r6V3NAOgBAcewpJgpYLBZVqUIxcbPK87n28aFswzXONu8BgCfi/8pwGuPGjTMd4Qa1albR6jd76r0p96mOX1W7nlOzuo9m/jZMKX/rp6A61R2cEAAAwHU447wHAJ7Gbc4IguvbvHmz6QjFslgsempAGw3u3UIffnJEH6w9pB17z+pC1tXCbWpW91GnOwI1uHdzPdm/lQL8OAsIAADg55x13gMAT0IRBNipZg0fPRPVRs9EtZHVatN3P2QrOydP1at6q3GDWvL25gQ7AAAAAIBzowgCboKXl0WNG/iajgEAAAAAQLlwCgOcxrZt20xHAAAAgAMx7wGAeRRBcBqrVq0yHQEAAAAOxLwHAOZRBMFpTJs2zXQEAAAAOBDzHgCYRxEEAAAAAADgISiCAAAAAAAAPARFEJzGG2+8YToCAAAAHIh5DwDMowiC0wgJCTEdAQAAAA7EvAcA5lEEwWk89NBDpiMAAADAgZj3AMA8iiAAAAAAAAAPQREEAAAAAADgISiC4DQ6depkOgIAAAAciHkPAMyjCILTSE1NNR0BAAAADsS8BwDmUQQBAAAAAAB4CIogAAAAAAAAD0ERBKexePFi0xEAAADgQMx7AGAeRRAAAAAAAICHoAiC0xg2bJjpCAAAAHAg5j0AMM/HdAAAAADgVj3/+lbt2n+u0o97V9tAzX6xa6UfFwCAm0URBAAAAJe3a/85pez43nQMAACcHpeGwWnExsaajgAAAAAHYt4DAPMoguA04uLiTEdwe1arrdi3AVQum+1/339Xr1oNJgGAysW8BwDmcWkYnEa/fv20bt060zHczvFTWVq4cr82bTulXft/LHzc754l6hQSqB53Byt2YBs1vb22wZSA+7uYnau///uw/pVyXDu//d86JjV/uUjtW9ZR19B6eubhNrr7ziBZLBaDSQHAcZj3AMA8iiA4jbNnz5qO4FbOnb+ssTO+1AfrDhd79k92Tp42p57W5tTTSlj4tYb2baHZE7oqqE51A2kB95WXZ9WM93Zr2rtfK+tSXjEft+nr/T/q6/0/at7yffplh9s07+V71bFtoIG0AOBYzHsAYB6XhgFuaNO2k2oftVLv//uQXZeAWa02fbD2sNo9/E99tvVkJSQEPMOJ77N0zxP/0ktvf1VsCVScL/ec0S+GrNEbi/cUuYQMAAAAqAgUQXAaISEhpiO4hfX//U594pN0+lxOuZ975qfL6jcySZ9sznBAMsCznPg+S/c9tVY7vin/X7/z8m0a/8Y2/eGdnQ5I5t7KW55RtgGVi3kPAMzziCIoIyNDo0ePVrdu3VSzZk1ZLBalpaUVu21qaqr69++vBg0ayNfXVx07dtTcuXMZFCvBkiVLTEdweeknL2rQuM+UW8ris7bdMbLtjinx47lXrXrkt5/paMZFR0QEPMLVq1ZFPf+Z0k9mlbhNWd+LkjRl3i59lHSkouO5rdUbj6nns4nKunTVru0TFuxSzB/+w+L5QCVi3gMA8zyiCDp06JCWLVumgIAARURElLhdenq6IiMjdfLkSc2ZM0erV69WeHi4RowYoZkzZ1ZiYs+UkJBgOoJLs9lsin1lsy5m2/cLUGmyc/L45Qi4BTPe262v9lbMOhgjp27RDzdxhp+nuZKbr3F/2qaN206pb3xSmWVQwoJdeuntr7RozUFt2XW6klICYN4DAPM8oggKDw/X6dOntW7dOj366KMlbrdmzRplZmZq+fLlGjRokHr27Km3335b3bt3568XlWD16tWmI7i0TdtOaUMFru+zafspffYl6wUB5XUhK1fT//Z1he3v7Pkrmv33bypsf+6qWlVvfTqvjxrVr6XNqadLLYMKSiCLRVo0JVzdOzeo5LQwrYqPl1I/elgzfxtW5PHRj7XXsU8elX/tqoaSuT/mPQAwz+WLIKvVqpkzZ6p169aqXr26OnbsqJSUFLVt21ZxcXGSJC8v+15mbm6uJMnPz6/I4/7+/rJaS77UBnAG7yz7tsL3OefDvRW+T8Dd/f3fh+xeGNpeC1fu15Xc/Ardpztq1cRPm97tV2oZ9PMS6MlftTaUFiZdzbPqsUnJem5wiCLDgiVJd7auo4TRXfTkSynKvJhrOCEAAI7j8kVQTEyMpkyZouHDhysxMVGDBw/W0KFDdeTIEXXp0qVc+xoyZIjq1KmjkSNHKj09XZmZmVq8eLGSkpI0btw4B70C4Nbl5Vm1bvOJCt/vJ198p6ulrDcE4Eb/Sqn478UzP13Wtj1nKny/7qi4MqgAJRCut/fweU1+6ystmhKu+oE19MG0HvrL0m/1+Vffm44GAIBD+ZgOcCuWLl2qRYsWKTk5uXDtn8jISO3cuVMrV65U586dy7W/Ro0aacuWLYqKilKzZs0kST4+Ppo1a5ZiYkpf0BO3bu3ataYjuKx9R88r53LFny1wJTdfe4/8pI5tAyt834A7stlsFbY20M99tfes7uvCJUz2KCiDImPWaXPq/9b/oQTCz731wTfq172Rdv8zShmns/X7v3xlOpLbY94DAPNcughKSEhQnz59blgAulWrVqpSpYpCQ0PLtb/09HQNGDBAwcHBmj59uvz8/LRhwwaNHz9eVqtVY8aMkSSdP39ePXr0KHxebm6uvv32W+3evVsdOnQo9RgWi6VcmdxFbGxsmdukp6eradOmpW4TFhZW6sc9Vu27pGa/KfJQWXcjKunjltB3i7x/V1hv6YLhW1h3WCjJBb9/XDG3K2aWnCe3V3Wp/V+KPFRR34tjJ07T2Cf/cWv5KoKzfK7tUbWe1Hy8VLXutfdtVtlOvKdhA2I1zGwy+7jS57qAyczNX5B825b7ack7TunBextp2sKvdTWv/GfBpiSnyGL5v3I/z12VNfMx7znei9PnSbr2fXj9287MFTNLrpnbFTNLrpnbRGZ773buspeGZWRkKC0tTdHR0Td87Pjx42rfvr2qVatWrn1OnDhR2dnZSkxM1IABAxQZGampU6fq+eef14QJE3Tu3DlJUkBAgHbt2lX438SJE9WxY8cySyCUbv369aYjuC6LA7+VLd6O2zfgbhz6/cL3Yrnl/iBlbi/6vuliG07lztZ19Lu4uzT93a/1h+c6qXGDWqYjuT3mPQAwz2XPCMrIyJAkNWhQ9DT5nJwcpaSkqG/fvuXeZ2pqqjp06KAaNWoUeTwsLEy5ubk6ePCgAgNvvERmwYIFhQtTl8Xehs7dbN++vcxtFi5cWObnccGCBRUVya1s2PqdesV9UuSxn59NUKDg7IOSPv5zif9eqT7dG91awFtUkNXVvn9cMbcrZpacJ3fu1XzVuHuxrNb/5aio78UJ43+j18eav4Ols3yu7VGwJpAk1fWrqh8vNFD3x1coce6D8q1ZxXC6srnS57qAycw9nlmrlB32r+9TtYqXPpjWQ7P//o1+9/ZXqh9YQ4tfC9cDzyaqPPEjekQo+ciMm0jsnsqa+Zj3HG/i6/MlXfs+vP5tZ+aKmSXXzO2KmSXXzO3MmV32jKCgoCBJ0oEDB4o8PmPGDJ06darcC0VLUnBwsPbs2aOcnJwij2/dulWS1LBhwxues2/fPu3cuVOPPfZYuY8HVJSObeo6bN93hThu34C7qVrFW+1aBDhk33exVle5XL8w9OLXwvXlPwbYdWt5eI5pY+5W7tV8vTL32llio6dvVbOGtTXuyTsNJwMAwLFc9oygFi1aKDQ0VAkJCapbt64aNmyoFStWaN26dZJ0QxG0YsUKSdKOHTskXTstdd++fapVq1bh2UOjRo3SoEGD1LdvX40ePbpwjaDZs2crOjpajRs3viHH/PnzNXjwYPn7+zvy5XqESZMmmY7gsm6rW0MtGtXWkYyLFbrfprf7qkFQzQrdJ+DuuobeprRDP1X4fn8ZeluF79NdlXR3sOsXkO4bn+QyZwah4t3/y2DFPdJWXYasUV7etb/OZl26qicmpyjprw8qact3SjtY8d/HYN4DAGfgsmcEeXl5afny5Wrfvr3i4+P19NNPKygoSCNHjpS3t/cNC0VHR0crOjpac+bMkSSNGzdO0dHRio+PL9xm4MCBSkpKkpeXl+Lj4/Xwww9r7dq1mjp1qt5///0bMly5ckVLliyx+7IwlC4qKsp0BJf29MMVfwecpwdwVx2gvJ5+uE2F7zPiFw3UopFfhe/XHZV2i/jibi3PmUGeaeOXp1S76xIdOJZZ5PEvUk/L95dLKIEciHkPAMxz2SJIktq0aaNNmzYpOztbx48f15QpU7Rnzx61a9fuhnV+bDZbsf8dO3asyHa9e/fWxo0bdfr0aWVlZWnPnj2aMGFCsQtPr1q1SsHBwbrnnnsc+TI9BneIuDWxA9uqRrWKW0y2ejVvPTuo/HdfATzdPR3rqUu7oArd5+hft6/Q/bmr0kqgApRBgFnMewBgnksXQcXZsWPHTa0PdDMWLFigZ599tlKOBZSlQVBNTRvziwrb39RRXXR7Pe6eApSXxWLRvJfvlbd3xdwe9KHwxop6oPRbLUO6kpuvNZuOl1oCFbi+DNq1/8cbzgoBAABwZy67RlBxsrKydODAAY0YMaJSjvfZZ59VynEAe436dXslbs5Q0pbvStzGnjsU9ex6u8Y8xhkIwM3q0i5IU0Z20eS3dpS4jT3fi7ffVlPzX75XFkvFlErurFpVb306r48+/+p79e/RpMztC8qgMz/lqHMFn8EFAADgzNyqCPL19VV+fr7pGLhJ3bt3Nx3B5Xl5WbRi1gP61aj12rT91E3tI7xLA6388wPy9na7EwaBSjUxJlSZWbl6/W+7b+r5wbfV0IYFfTkzrxz8a1e1qwQq0KqJn1o1Ye0loDIx7wGAefymB6cxa9Ys0xHcgm/NKkqc+6AmxoTKy8v+swi8vCya8HQHJf31QdWuVdWBCQHPYLFYNP35u/X3aRGq41e+76l+9zXS9n8M0B0OuhU9AJjCvAcA5lEEwWmMGzfOdAS3Ua2qt6aNuVvb//Er/bpfS1XxKflbvYqPl4b0aaEvP+iv18eGqXo1tzpREDDusYdaae/qQXrhqQ6q63/jjQeuF96lgVa8cb/+/ZfealifM4EAuB/mPQAwj9/44DQ2b95sOoLb6dwuSB9M76E3X+yqLbtO66u95/T9uUuy2aQGQTXUpV2QunWsp9vq1ih7ZwBuWoOgmpoxLkyvjuisrbt/0Fd7z+nwiQvKy7fK37eq7goJVNfQelymBMDtMe8BgHkUQYAHCKpTXb+KbKpfRXLnIcCkGtV9FBl2uyLDbjcdBQAAAB6KS8MAAAAAAAA8BEUQnMa2bdtMRwAAAIADMe8BgHlcGgansWrVKkVFRZmOAQAAXNBdbQM96riuinkPAMyjCILTmDZtGoMBAAC4KbNf7Go6AuzAvAcA5nFpGAAAAAAAgIegCAIAAAAAAPAQFEFwGm+88YbpCAAAAHAg5j0AMI8iCE4jJCTEdAQAAAA4EPMeAJhHEQSn8dBDD5mOAAAAAAdi3gMA8yiCAAAAAAAAPARFEJxGp06dTEcAAACAAzHvAYB5FEFwGqmpqaYjAAAAwIGY9wDAPIogAAAAAAAAD0ERBAAAAAAA4CEoguA0Fi9ebDoCAAAAHIh5DwDMowgCAAAAAADwEBRBcBrDhg0zHQEAAAAOxLwHAOZRBAEAAAAAAHgIiiAAAAAAAAAPQREEpxEbG2s6AgAAAByIeQ8AzKMIgtOIi4szHQEAAAAOxLwHAOZRBMFp9OvXz3QEOJH8fKu+3P2D5ny4t/Cx0dP/q3nL92nn3rOy2WwG0wEAgJvBvAcA5vmYDgAUOHv2rOkIcAKXcvL0l6V79dfl+3T0u4tFPvb2P/5XCoU099fIIe0U90hbVa3iXdkxAQDATWDeAwDzOCMIgNPYvPN7hT6yUi/O3n5DCfRz+45matS0/+ruoR8r9VuGSgAAAACwB0UQnEZISIjpCDDoH2sPq0fMOh0+UXoB9HO7D/yobk/+W+v+c8JByQAAQEVh3gMA8yiC4DSWLFliOgIMWfv5cT3xUory829u3Z/LV/I1cOwGbdl1uoKTAQCKc+rMJX229aTd2+/ce1bfHPrJgYngKpj3AMA8ty+CMjIyNHr0aHXr1k01a9aUxWJRWlpasdumpqaqf//+atCggXx9fdWxY0fNnTuXRWkrSUJCgukIMODsT5f1zMv/kdVa8veZbXeMbLtjSt3PlVyrnnwpRdmXrlZ0RADAdc5fuKLImHXqNzLJrrMxd+49q55xibo/dp2OZFyohIRwZsx7AGCe2xdBhw4d0rJlyxQQEKCIiIgSt0tPT1dkZKROnjypOXPmaPXq1QoPD9eIESM0c+bMSkzsuVavXm06AgyY/NYO/fDj5QrZ1+ETFzXt3a8rZF8AgOL5166q3t0aKveqVVHPbyi1DCoogX66kKt7OtZTo/q1KjEpnBHzHgCY5/ZFUHh4uE6fPq1169bp0UcfLXG7NWvWKDMzU8uXL9egQYPUs2dPvf322+revTunsAIO8mPmFb3/70MVus95K/br8pW8Ct0nAOB/LBaL3nyxq0b9ul2pZdD1JdCAyCb6aOb93OURAAAn4NJFkNVq1cyZM9W6dWtVr15dHTt2VEpKitq2bau4uDhJkpeXfS8xNzdXkuTn51fkcX9/f1mt1ooNDkCStOyTI7p8Jb9C93n2p8ta+zkLRwOAI5VVBlECAQDgvFy6CIqJidGUKVM0fPhwJSYmavDgwRo6dKiOHDmiLl26lGtfQ4YMUZ06dTRy5Eilp6crMzNTixcvVlJSksaNG+egV4DrrV271nQEVLKtu39w0H7POGS/AID/Ka4MKkAJhJIw7wGAeT6mA9yspUuXatGiRUpOTi5c+ycyMlI7d+7UypUr1blz53Ltr1GjRtqyZYuioqLUrFkzSZKPj49mzZqlmJjSF6lFxdi3b59uu+020zFQiXbt/9FB+z3nkP0CAIoqKIMk6e1/7C18nBIIJWHeAwDzXLYISkhIUJ8+fW5YALpVq1aqUqWKQkNDy7W/9PR0DRgwQMHBwZo+fbr8/Py0YcMGjR8/XlarVWPGjCncNjk5WS+88IKuXr2qK1euKCYmRuPHj7frOBaLpVy53EVsbGyZ2yxcuLDM7cLCwioqEpxB2+lS1aAiD5V2d7CSPmYJfbfI+xs2fiGLpd+t57tVHRZKcrHve1fMLLlublfE57ryuNrnuvGzUsAvr72dfVhr3h6uam9V7OW/cH5lzXLMe4734vR5kq797Lj+bWfmipkl18ztipkl18xtIrO9dzx3ySIoIyNDaWlpGjt27A0fO378uNq3b69q1aqVa58TJ05Udna2EhMTVaNGDUnXzjDKy8vThAkT9PjjjyswMFCS9MQTT2jx4sW6//77debMGbVt21YPPfSQ7rjjjlt/cYAnsTlo/S0bv3gAQKWq3kTyvfN/79doIvm2ky7uMZcJAAAUy2WLIElq0KBBkcdzcnKUkpKivn37lnufqamp6tChQ2EJVCAsLEy5ubk6ePBgYRFksVh0/vx5SVJWVpaqVaumunXr2nUcexs6d7N9+/Yyt1m4cGHhIt8lWbBgQUVFghPo89wnStryXZHHfn52j/S/M4GK+1hxnni0j5YkTLv1gLeoIK8rfd+7YmbJdXO7Ij7XlcdVPtfXLwz9qx6N1ai+r95Z9q2qth6rVbN7qt99jU1HRCUqa+Zj3nO8ia/Pl3TtZ8f1bzszV8wsuWZuV8wsuWZuZ87skotFBwVdu5TkwIEDRR6fMWOGTp06Ve6FoiUpODhYe/bsUU5OTpHHt27dKklq2LBh4WMfffSRRo0apaZNm6pdu3b605/+pPr165f7mChq0qRJpiOgknVpF1T2Rje130CH7BcAUNTP7w62/I0H9JfJ95R5a3l4LuY9ADDPJc8IatGihUJDQ5WQkKC6deuqYcOGWrFihdatWydJNxRBK1askCTt2LFDkrR+/Xrt27dPtWrVKjx7aNSoURo0aJD69u2r0aNHF64RNHv2bEVHR6tx42t/zcrPz9err76qRYsWqVevXjp06JAiIyN111136c477xRuXlRUlOkIqGT9I5ooYeHXFb7fh8KbVPg+AQBFlXaL+OsXkI56fgNnBqEQ8x4AmOeSZwR5eXlp+fLlat++veLj4/X0008rKChII0eOlLe39w0LRUdHRys6Olpz5syRJI0bN07R0dGKj48v3GbgwIFKSkqSl5eX4uPj9fDDD2vt2rWaOnWq3n///cLtdu3apf3796tXr16Sri1O3bVrV/3nP/+phFfu3lgY0PP8MvQ2dQqp2LN3HuzWUK2a+FXoPgEARZVWAknF31qeM4MgMe8BgDNwyTOCJKlNmzbatGlTkceeeOIJtWvX7oZ1fuy9Dq93797q3bt3qds0btxYp0+f1tdff62OHTvqhx9+0NatW4vcVQyAfSwWi6aO6qJ+Iz+tkP15eVn0x5HlvzQUAGC/ny5cUe/nPinzFvE/v7V81PMbtHtFlNo2D6jkxAAA4HouWwQVZ8eOHeratatDj1GvXj299957evLJJ2WxWJSbm6tx48ape/fuDj0u4K763tdYTz/cWu+tPnjL+3rhqQ4K63BbBaQCAJSkjl81TRv9CyV+kaEPZ0QWWwIVuL4M8q1RRW2a+VdWTAAAUAK3KYKysrJ04MABjRgxwuHHGjx4sAYPHuzw43gayjTP9ZdJ3XQk46JSdnxf7MftuVvYgMgmmsLZQABQKZ59JESxg9rKYrGUue31ZZA928O9Me8BgHluUwT5+voqPz/fdAzcglmzZpmOAENq1vDRujkPatjvUrRi/bFyPz92YBu989K9qlLFJZc9AwCXVJ5ShwIIBZj3AMA8fmuC0xg3bpzpCDCoZg0ffTTzfi19vYdur1fTruc0b1hba+f01oJX7qMEAgDABTDvAYB5bnNGEFzf5s2bTUeAYRaLRUP6ttSgns31cXK6Pvr0qHZ8c1ZHMi4WbtOmqb/uvjNIv+7XUg92ayhvbwogAABcBfMeAJhHEQTA6VSp4qVBvZprUK/mkqQrufm6fCVf1at5q1rVkhclBQAAAACUjiIIgNOrVpUCCAAAAAAqAtdUwGls27bNdAQAAAA4EPMeAJhHEQSnsWrVKtMRAAAA4EDMewBgHkUQnMa0adNMRwAAAIADMe8BgHkUQQAAAAAAAB6CIggAAAAAAMBDUATBabzxxhumIwAAAMCBmPcAwDyKIDiNkJAQ0xEAAADgQMx7AGAeRRCcxkMPPWQ6AgAAAByIeQ8AzKMIAgAAAAAA8BAUQXAanTp1Mh0BAAAADsS8BwDmUQTBaaSmppqOAAAAAAdi3gMA8yiCAAAAAAAAPARFEAAAAAAAgIegCILTWLx4sekIAAAAcCDmPQAwjyIIAAAAAADAQ1AEwWkMGzbMdAQAAAA4EPMeAJhHEQQAAAAAAOAhKIIAAAAAAAA8BEUQnEZsbKzpCAAAAHAg5j0AMI8iCE4jLi7OdAQAAAA4EPMeAJhHEQSn0a9fP9MRgArzY+aVwrezLl01mASoGDabTafOXCp8/0puvsE0AFwV8x4AmOdjOgBQ4OzZs6YjADfNZrNp887Tmv/Pffr8q+91/FR24cf87lmits381bNrQz0XHaL2reoYTArYLy/Pqo+Tj+u91Qf05Z4zOvPT5cKP1e66RB1a11H/iCaKe6Stbq9Xy2BSAK6CeQ8AzKMIAoBblHbwR8X8YbO2pZ0p9uM2m7TvaKb2Hc3UX5buVdQDTfXOS93UIKhmJScF7Jf0RYaGT/lC6Seziv341Tyrdn57Tju/PafXFuzSqKHtNHXUL1SzBqMFAACAM+PSMDiNkJAQ0xGAcvvrR9+qy5A1JZZAxVn1WbraPfxPfbolw4HJgJuTn2/V6On/VZ/4pBJLoBufY9Psv3+juwav0oFjmQ5OCMCVMe8BgHkUQXAaS5YsMR0BKJe3PvhG8a9tUe5Va7mf+9OFXP3fb9Yr6QvKIDgPq9Wm2Fc26+1/7L2p5x9Mv6D7nvo3ZZCHyL1q/zpReXlWWa02B6axT3ky38z2KBvzHgCY5/ZFUEZGhkaPHq1u3bqpZs2aslgsSktLK3bb1NRU9e/fXw0aNJCvr686duyouXPnymYzP7h4goSEBNMRALv956vv9fyMraVuY9sdI9vumBI/fjXPqsHjNyrj++wStwEq05wP92rRmoOlblPW1/UPP17WwLEbWEzazU2Zl6oHYhPtWgw/L8+qxycnK/aV/xgtgw6mZ+qOAf9U4n9O2LX9Z1tPqm3/Fdp7+CcHJ/MszHsAYJ7bF0GHDh3SsmXLFBAQoIiIiBK3S09PV2RkpE6ePKk5c+Zo9erVCg8P14gRIzRz5sxKTOy5Vq9ebToCYJdLOXl6+uXPVREd8YXsq4r742YKZxh3JOOCJs7eUSH7+ubweU2Zl1oh+4Lz+enCFc1fsV+bU0+rb3xSqWVQQQm07JOjWrH+mA4dv1CJSYv6+78P60jGRT38/IYyy6DPtp5U/9Gf6tjJrDLLUZQP8x4AmOf2RVB4eLhOnz6tdevW6dFHHy1xuzVr1igzM1PLly/XoEGD1LNnT7399tvq3r07p7ACKOKDtYd0+MTFCttf4uYMbU/jLiow60/v7dGly3kVtr8/v/+Nzl+4UmH7g/Oo41dNm97tp0b1a5VaBl1fAtWuVUWf/rWP2jTzN5D4mldGdNJvhrZT7lVrqWVQQQmUczlfsQPbaPrzd1dyUgAAHMuliyCr1aqZM2eqdevWql69ujp27KiUlBS1bdtWcXFxkiQvL/teYm5uriTJz8+vyOP+/v6yWsu//gcA9/XOR99W/D6XVfw+AXtdyMrV+/8+VKH7vHQ5T0v+VbH7hPNo1cSv1DKouBKoa8d6BhNLFotFb03sWmoZ9PMSaN7L3eXlZTGUGAAAx3DpIigmJkZTpkzR8OHDlZiYqMGDB2vo0KE6cuSIunTpUq59DRkyRHXq1NHIkSOVnp6uzMxMLV68WElJSRo3bpyDXgGut3btWtMRgDKdPpejXft+rPD9fvJFBpeHwZgvUk8rO6fizgYq8AmLobu1ksogZyyBCpRWBlECVQ7mPQAwz8d0gJu1dOlSLVq0SMnJyYVr/0RGRmrnzp1auXKlOnfuXK79NWrUSFu2bFFUVJSaNWsmSfLx8dGsWbMUE1PyopioOPv27dNtt91mOgZQqq/2OuYSrtPncnTyh0tqWL+WQ/YPlOarbx3zdf3V3rOy2WyyWPhl2l0VlEGRMeu0OfW0+jyXpPpB1bVyQ7rTlUAFCsogSfrL0r16+PkNeuW5zpqyIJUSqBIw7wGAeS5bBCUkJKhPnz43LADdqlUrValSRaGhoeXaX3p6ugYMGKDg4GBNnz5dfn5+2rBhg8aPHy+r1aoxY8YUbvvpp5/qpZde0pUrV+Tj46PZs2crPDzcruN46jAcGxtb5jYLFy4sc7uwsLCKigTcnLo9pIaPF3motDsolfZxS+i7Rd5v1KKjdOnwLcW7ZR0WSnLBn1WumttZNHxSqlv0/2MV8XX9w4+X5eVdVbJV/NlGHsGVvq6r1pOaj9cXu/7/+/k5uvh1gu65a5jJVGULHqrcoAc0+e3/v1D6j59r4avPauGrnKF5s8qa5Zj3HO/F6fMkXfvZcf3bzswVM0uumdsVM0uumdtEZnuvMHDJIigjI0NpaWkaO3bsDR87fvy42rdvr2rVqpVrnxMnTlR2drYSExNVo0YNSdfOMMrLy9OECRP0+OOPKzAwUOfPn9eQIUO0ceNG3XXXXfrmm2/Ur18/7d+/X9WrV6+Q1wfAiTn0h7dLX60Ll+bIrz2+rj1C7lnp8gmpat3/vX/lO7OZ7HEhVQrsIVm8r72fmSqJEggA4N5ctgiSpAYNGhR5PCcnRykpKerbt2+595mamqoOHToUlkAFwsLClJubq4MHDyowMFCHDh1SQECA7rrrLklS+/bt5efnp8TEREVFRZV5HE9dA2T79u1lbrNw4cLCRb5LsmDBgoqKBNyUf6w9rMcmJRd57Odn9hQoOGOipI//XNrXX6p9qzq3lO9WFWR1tZ9VrprbWYyf+aXeWJJW5LGK+LquXs1b2XmXucTmJrnK1/X1awIVqtFY3R9focS5D8q3ZhVz4Upx/ZpABaq2GavVs3uq732NDSZzbWXNfMx7jjfx9fmSrv3suP5tZ+aKmSXXzO2KmSXXzO3MmV3yz3RBQUGSpAMHDhR5fMaMGTp16lS5F4qWpODgYO3Zs0c5OTlFHt+6daskqWHDhpKkNm3a6Pz589q0aZMkacuWLdq/f7+OHTtW7mOiqEmTJpmOAJSp0x2BDtlvjereamvwtsrwbI76uu7Ypi4lkJv7+cLQBcq6tbxpP18YukBZt5bHrWPeAwDzXLIIatGihUJDQ5WQkKAlS5bos88+U3x8vP72t79J0g1F0IoVK7RixQrt2HHt+u/169drxYoVSkxMLNxm1KhR+u6779S3b1+tXLlSGzZs0MSJEzV79mxFR0erceNrfxny8/PT6tWr9cc//lGdO3fWvHnzdN9998nHxyVPrnIq9pxRBZjWpqmfAgPKd+mpPcLuvE0+Pi75IxluoFvH+o7Z713OtUgwKlZxdwcrUNqt5U0r7u5gBUq7tTwqBvMeAJjnkr91eHl5afny5Wrfvr3i4+P19NNPKygoSCNHjpS3t/cNC0VHR0crOjpac+bMkSSNGzdO0dHRio+PL9xm4MCBSkpKkpeXl+Lj4/Xwww9r7dq1mjp1qt5///0i+wsPD9emTZu0c+dOLV68WN99953at2/v+Bfu5lgYEK7A29tLzzzcpuwNy+nZQW0rfJ+AvZo3qq0Hfnl7he83diBf1+6qrFvEl3RredPKukV8SbeWR8Vh3gMA81yyCJKuXaK1adMmZWdn6/jx45oyZYr27Nmjdu3a3bDOj81mK/a/n1/O1bt3b23cuFGnT59WVlaW9uzZowkTJtyw8PSpU6cK354zZ478/f0VGRnpsNcKwLnED75DVatU3I/PhvVq6pFezStsf8DNGPtExf5Bo3e3hmrX0uyaV3CMskqgAs5WBpVVAkn/u7U8ZRAAwJ25bBFUnB07dtzU+kDl9cc//lFt27ZVq1at9Nlnn2nVqlVOf+s6ABWneaPaenVE5wrb34I/dFe1qt4Vtj/gZjwU3kTRvSumkKxZ3Udzf9etQvYF55NzJU9HM7JKLYEKXF8GnTxzSecv5FZi0qKOfnex1BKowM/LoMMZFys5KQAAjuU2C9tkZWXpwIEDGjFihMOPNXfuXIcfwxN179697I0AJzF+WAd99uVJbdh6ssRt7Lmr0pjH2nN3GjiNOZPv0Vd7z+pIKb/42vN1/c5L3dSikV9FRoMTqV2rqj6d10eHT1xQ53ZBZW7fqomfkv/WT1V8vNSoQa1KSFi82EFt1bqpn+7r3KDMRcwLyqBBPZupx93BlZTQMzDvAYB5bnNGkK+vr/Lz8zVq1CjTUXCTZs2aZToCYDcfHy+tmt1T94fd/C8IcY+01awXflmBqYBbc1vdGtq4sK9aNq590/uYM/keDRvQugJTwRn5165qVwlUoGVjPzUJ9nVgIvtE/CLY7jvZWSwWSiAHYN4DAPPcpgiC6xs3bpzpCEC5+Nasok/m9tEr8Z3k423/5aH+vlW1aEq4/vr7e7m1NpxO09tra/vSARr2q/KVOS0a1Vby3/ppxJB2DkoGwB0w7wGAeRRBcBqbN282HQEotypVvPSH+M7a/c+Bih8cIt+aJV9xWz+whn4Xd5e+XTNIwwa0Zm0xOK06ftW06LVwpfytnx7p1UzepRSdbZv5680Xu2r3iihF/IKzJwCUjnkPAMxzmzWCAMCkO1oE6J3f3auZv/2ldu0/p53fntOZHy/Ly0tqWK+WurQL1J2t6qpKBd5tDHC08F8EK/wXwfrpwhV9tfesdu37UReyc1XFx0stG/mpS7tAtWnmT6kJAADgQiiCAKAC1azho2531Ve3u+qbjgJUmDp+1dSza0P17NrQdBQAAADcIv40Daexbds20xEAAADgQMx7AGAeRRCcxqpVq0xHAAAAgAMx7wGAeRRBcBrTpk0zHQEAAAAOxLwHAOZRBAEAAAAAAHgIiiAAAAAAAAAPQREEp/HGG2+YjgAAAAAHYt4DAPMoguA0QkJCTEcAAACAAzHvAYB5FEFwGg899JDpCAAAAHAg5j0AMI8iCAAAAAAAwENQBAEAAAAAAHgIiiA4jU6dOpmOAAAAAAdi3gMA8yiC4DRSU1NNRwAAAIADMe8BgHkUQQAAAAAAAB6CIggAAAAAAMBDUATBaSxevNh0BAAAADgQ8x4AmEcRBAAAAAAA4CEoguA0hg0bZjoCAAAAHIh5DwDM8zEdAAAAAPBEz7++Vbv2nzNy7LvaBmr2i12NHBsAYBZFEAAAAGDArv3nlLLje9MxAAAehkvD4DRiY2NNRwAAAIADMe8BgHkUQXAacXFxpiMAAADAgZj3AMA8iiA4jX79+pmOAHik8xeu6KOkI3rxz9sKHxsyYaOmzt+lDVu/U16e1WA6AIA7Yd4DAPNYIwhO4+zZs6YjAB7l+KksvTZ/lz5Ye1iXLucV+diyT45qmY5KkhrVr6URj96hsU+0V/Vq/G8DAHDzmPcAwDzOCAIAD2Oz2fTuyv26c+BKLfjn/htKoJ/LOJ2tyW/tUKfBq7Vtz5lKSgkAAADAESiC4DRCQkJMRwDcns1m06Q3dyj2lc26mH21XM/ddzRT4U//W+v+c8JB6QAA7o55DwDMowiC01iyZInpCIDbe2Nxml7/2+6bfv6VXKsGjt2g7WmcGQTAtdhsNr359zRlXbKvBL+Uk6c/v58mq9Xm4GSehXkPAMxziyIoIyNDo0ePVrdu3VSzZk1ZLBalpaUVu21qaqr69++vBg0ayNfXVx07dtTcuXNls/E/edMSEhJMRwDcWtrBHzX5rR2lbmPbHSPb7phSt7mSa9Ww332uy1dKv6QMAJzJH97ZqednfKm+8UlllkGXcvL0q9HrNe5PX+rFP2+vpISegXkPAMxziyLo0KFDWrZsmQICAhQREVHidunp6YqMjNTJkyc1Z84crV69WuHh4RoxYoRmzpxZiYlRnNWrV5uOALi1UdO36moF3QHs2yPn9eYH31TIvgCgMjzZv7Ua1a+lzamnSy2DCkqgz748qfqBNRQzsE0lJ3VvzHsAYJ5bFEHh4eE6ffq01q1bp0cffbTE7dasWaPMzEwtX75cgwYNUs+ePfX222+re/funKYKwK2lHfxRydtPVeg+31n2rfLzubU8ANfQqomfNr3br9Qy6OclUPLf+imkeYCZwMWo4uOl1I8e1szfhhV5fPRj7XXsk0flX7uqoWQAAFfi9EWQ1WrVzJkz1bp1a1WvXl0dO3ZUSkqK2rZtq7i4OEmSl5d9LyM3N1eS5OfnV+Rxf39/Wa38MgPAfb3/70MVvs/jp7L1+VffV/h+AcBRyiqDnLkEkqSreVY9NilZzw0OUWRYsCTpztZ1lDC6i558KUWZF3MNJwQAuAKnL4JiYmI0ZcoUDR8+XImJiRo8eLCGDh2qI0eOqEuXLuXa15AhQ1SnTh2NHDlS6enpyszM1OLFi5WUlKRx48Y56BXAXmvXrjUdAXBb29LOOmi/LBoNwLUUVwYVcOYSqMDew+c1+a2vtGhKuOoH1tAH03roL0u/dZlinnkPAMzzMR2gNEuXLtWiRYuUnJxcuPZPZGSkdu7cqZUrV6pz587l2l+jRo20ZcsWRUVFqVmzZpIkHx8fzZo1SzExpS+OCsfbt2+fbrvtNtMxALe0+8CPDtrvTw7ZLwA4UkEZFBmzTptTTxc+7uwlUIG3PvhG/bo30u5/RinjdLZ+/5evTEeyG/MeAJjn1EVQQkKC+vTpc8MC0K1atVKVKlUUGhparv2lp6drwIABCg4O1vTp0+Xn56cNGzb8v/buPL6mM/Hj+PfebGSxJUgkIdQeInYlQkrtSpDSdoxpKcWgk3ZUB22nxlJTxq+bLtEZ1NSIlpqiftqitZWk1L7XEkJLjV1l+/3hJyPIvTdxb85J7uf9V3LOyXO/yeumffL1nOfo+eefV3Z2tsaMGZN77UsvvaSFCxfq0KFDWrRokfr165d77ujRoxo0aJDS09Pl4+Ojd955R23btnUog8ViKVDmkmLIkCF2r0lKSrJ7XYsWLWyeB5CPyNmS1Sv3U3tPBsvvvCVqTp7P/7nwE/3ztbj7z3e/GiZJct//xqKEKo7v6+KW2SdUqjkh97+PZza/qHo1nii616/+R8m/TqG+dG1Kujq3CdPUpB8K9SCAdWvXyWLpUajXtsXeXI75nuu9MO09STd/D2//2MyKY2apeOYujpml4pnbiMyOPg3dtLeGpaWladeuXUpISLjr3PHjxxUZGSkfH58CjTlu3DhduXJFK1euVK9evRQXF6fJkyfr2Wef1dixY3Xu3Lnca7t06aIvvvhCsbGxd40zbNgw9e/fXwcOHNB7772nAQMG5O4/BACmlJPlonF5hDyAYsriLVXpn6ckV5UBkrVg80sjNKhVXhOGRmvanB/08jONFR7sZ3QkAEAxYtoVQWlpaZKk4ODgPMevXbumdevWqWvXrgUec9u2bWrYsKFKly6d53iLFi1048YNHTx4UIGBgZKk1q1b33OMs2fPav369Vq2bFnudVWqVNGaNWvUuXNnuxkcbehKmq1bt9q9JikpKXcD8Px88MEHzooEuJVmAz5T6p7/7hN058qeW26tBMrv/J3GPz9Yfxk1+/4D3qdbed31v7EomYrj+7q4ZL7z6WBzJ8dqyMvrlXamtmJ+s1grZ3eWv6+X/YHuU/unlmtdSsH29vH2smrB1Paa9dFuTXgz9Wb+v8Sqw9MrVZAfe7v27bT2yPQCJrbP3pyP+Z7rjXvtfUk3fw9v/9jMimNmqXjmLo6ZpeKZ28yZTbsiKCgoSJJ04MCBPMenT5+u9PT0Am8ULUkhISHauXOnrl27luf45s2bJUmhoaF2xzh+/LgqV66cZzVS9erVdezYsQLnQV4vvvii0RGAEqtp/UAXjRvkknEBwFXu9Yj4zq3D7D5a3iymjmmuGxlZemX295Kk0dM2KyI0QIm/bWBwMscw3wMA45l2RVCNGjUUFRWlKVOmqEKFCgoNDdXixYu1YsUKSbqrCFq8eLEkKSUlRZK0evVq7du3T35+frmrh0aNGqW+ffuqa9euGj16dO4eQbNmzVJCQoLCw8OL8DvEneLj442OAJRYfTtG6P3F+506ZoCflzq2quLUMQHAle5VAt3aGPrODaS7Dl9VZCuDHPVQyxAN7VdHTQd8pszMm/+qfPlqhgb+aZ1WvdtZqzae1K6D5t7En/keABjPtCuCrFarkpOTFRkZqeHDh+vJJ59UUFCQRo4cKQ8Pj7s2ik5ISFBCQoLefvttSVJiYqISEhI0fPjw3Gv69OmjVatWyWq1avjw4erdu7eWL1+uyZMna/78+Q7lqlq1qs6cOaNff/0199iPP/6oatWqOeG7dm9sDAi4TsdWoapZtYxTxxzYo6YC/LydOiYAuIqtEuiWez1a3kwrg77+Ll0BrebpwNELeY5v2HZG/i3nmb4EkpjvAYAZmHZFkCTVrl1ba9asyXNs4MCBql+//l37/Dh6r12nTp3UqVOnQmcKCgpSmzZtNGfOHI0YMUIbN27UyZMnFRdngqfmAEA+rFaLpv+hufr84SunjFcuwFvjn27klLEAoChMeCvFZgl0y50rg/44Y4tmT2xTtGEBAHAh064Iyk9KSkqh9gcqqIkTJyosLEybNm3SsGHDFBYWpsOHD0uS3n33XS1cuFC1a9fW0KFD9fHHH8vbm38VB2Bu8R0i9Hi3B5wy1hvjWqlKJZ5SA6D4ePmZJuoVV9VmCXTLrTKoZ7uqmjy6WdEEBACgiJh6RdCdLl++rAMHDmjEiBEuf61JkyZp0qRJ9zxXo0YNffPNNy7P4G5iYmKMjgCUeB+8HKOTP13J9yk1jjwtbOKwaA3sWcvZ0QDApcoGeGvp/zzs8PU1q5bRsjcdvx6OYb4HAMYrVkWQv7+/srKyjI4BF5k5c6bREYASz7e0p1a83VlDX12vBcsPF+hrfbytmv6HFhr9RKSL0gEASjrmewBgvGJ3axhKrsTERKMjAG7Bt7SnPpraXktmdVDtamUd+pqHH6yi7cnxlEAAgPvCfA8AjFesVgShZFu/fr3REQC30vuhCD3Svpq+3nJKn355VKl7zunAsQv6NSNLAb5eiqpdQS0aVNTAnjXt7qcBAIAjmO8BgPEoggDAjVmtFnVsFaqOrUKNjgIAAACgCHBrGAAAAAAAgJugCIJpbNmyxegIAAAAcCHmewBgPG4Ng2ksWbJE8fHxRscAAAAoEtF1At3utZnvAYDxKIJgGlOnTmViAAAA3MasF1oZHaHIMd8DAONxaxgAAAAAAICboAgCAAAAAABwExRBMI0ZM2YYHQEAAAAuxHwPAIxHEQTTqFu3rtERAAAA4ELM9wDAeBRBMI3u3bsbHQEAAAAuxHwPAIxHEQQAAAAAAOAmKIJgGo0bNzY6AgAAAFyI+R4AGI8iCKaxbds2oyMAAADAhZjvAYDxKIIAAAAAAADcBEUQAAAAAACAm6AIgmnMnTvX6AgAAABwIeZ7AGA8iiAAAAAAAAA3QREE0xg0aJDREQAAAOBCzPcAwHieRgcAAAAA7tezr23W9v3nivx1o+sEatYLrYr8dQEAKCyKIAAAABR72/ef07qU00bHAADA9Lg1DKYxZMgQoyMAAADAhZjvAYDxKIJgGkOHDjU6AgAAAFyI+R4AGI8iCKbRrVs3oyMAKGZuZGTph9v2BDmeflk5OTkGJgLu35WrGdq66+fcz8+ev25gGsC5mO8BgPHYIwimcfbsWaMjACgGrl7L1L9WHdGcJQe0ddfPupGRnXuuWud/Kah8KXVpE6oR/eupVVQlWSwWA9MCjjl7/ro+XHJA8z8/pN2Hz+v2PrNiuwWqGuKnvh0j9ExCPdWOKGtcUOA+Md8DAONRBAEAio3P1hzTM5M26PTZa/lec/b8dX30+WF99PlhdW4dqg9eiVF4sH8RpgQcl52dozcW7Naf3kjRtV+z8r3uePoV/W3+bv1t/m49k1BX0xObK8DPuwiTAgCAkoJbw2AadevWNToCAJPKysrWiL9sUO8xX9osge60auNJNYj/VKs2pLkwHVA4Fy/f0MNDV+oPf/3OZgl0p3eT96lRv6Xa9+N/XBcOcBHmewBgPIogmMa8efOMjgDAhHJycvT0n9dr9qJ9hfr6i1cy1HPUaq3edNLJyYDCu3I1Q52f+UJfb0kv1Nf/ePKS2j25XAePXXByMsfk5OTowqUbDl9/9Vqmfr3heNmFkov5HgAYr0QUQWlpaRo9erRat24tX19fWSwW7dq1657Xbtu2TT179lRwcLD8/f3VqFEjzZ49m81FTWDKlClGRwBgQkmf7Nfflx60eU3OjsHK2TE43/MZmdkaMHaNTp+96ux4QKE8P2OLNu/42eY19t7XP/1yXf3/uEYZt+2TVRRycnI0cvJGxQz6XD//Yn+F3tVrmXpk9Gr1S/yKMgjM9wDABEpEEXTo0CH961//Urly5dSuXbt8rzt27Jji4uJ06tQpvf3221q6dKliY2M1YsQIvf7660WYGPeydOlSoyMAMJm001f03IwtThnrlwu/auTkTU4ZC7gfa7em693kwq1wu9O2fec0/e87nDKWoy5cuqG1Kae169B5PTRkpc0y6FYJ9NV3p7R191md+oky1t0x3wMA45WIIig2NlZnzpzRihUr1L9//3yv++yzz3ThwgUlJyerb9++6tixo958803FxMSwTBUATOithXt06UqG08b79Kuj2nvkP04bDyiMKUnbnTrezPm7dO16plPHtKVcGR99ndRV9WqUs1kG3V4CVQ4srbUfdlP1sIAiy2mLl6dV2xb11uvPtchzfPQTkTr6RX+VDWAjbgBAyWX6Iig7O1uvv/66atWqpVKlSqlRo0Zat26d6tSpo6FDh0qSrFbHvo0bN27ey16mTJk8x8uWLavs7KJdVg0AsO1GRpbmLDng9HHfXbTX6WMCjjp47IJWbzrl1DF/ufCrkv/3R6eOaU9wkK/NMuheJVDd6uWKNKMtGZnZeuLFtXrm0bqKaxEiSWpQq7ymjG6q345fV6D9jwAAKG5MXwQNHjxYkyZN0rBhw7Ry5Uo9+uijeuyxx3TkyBE1bdq0QGMNGDBA5cuX18iRI3Xs2DFduHBBc+fO1apVq5SYmOii7wCOWr58udERAJjID/t/0dnz150+7lffOfePcKAgCrs5tD1GvK/vVQbdYuYS6JY9h/+jP72Rqn9MilXlwNJaMLW93vp4r75JPW10tBKN+R4AGM/T6AC2fPzxx/rHP/6htWvX5u79ExcXp++//16ffvqpmjRpUqDxwsLCtHHjRsXHxysiIkKS5OnpqZkzZ2rw4Pw3Y0TR2LdvnypWrGh0DAAmkbrnrEvG3fvjBV25miE/Xy+XjA/Y4qr3dYqLxrXnVhn00JCV2nXofO5xs5dAt7yxYLe6xYRpxyfxSjtzRRPfSjU6UonHfA8AjGfqImjKlCnq0qXLXRtA16xZU15eXoqKiirQeMeOHVOvXr0UEhKiadOmqUyZMvryyy/1/PPPKzs7W2PGjMm99qWXXtLChQt16NAhLVq0SP369XPonD0Wi6VAmUuKIUOG2L0mKSnJ7nUtWrSweR5ACVK5l1SpZ55Dtp6gZOu8JWpO7sfZ2TnyL1dFyjDmD2e4uYgxUkDDPIec8b7ec+CUsXMMzzJS9T9KpW7eZqWMizqzaYLq1Xii6DJU/6PkX6fAX7Y2JV2d24RpatIPysgs+FYB69auk8XSo8BfV1LZm8sx33O9F6a9J+nm3x23f2xmxTGzVDxzF8fMUvHMbURmR5+Gbtpbw9LS0rRr1y4lJCTcde748eOKjIyUj49PgcYcN26crly5opUrV6pXr16Ki4vT5MmT9eyzz2rs2LE6d+5c7rVdunTRF198odjY2LvGsXUOAOAsLvwfpcknDkCxk3Vdyrr438+zr0qZl43L46AGtcprwtBoTZvzg15+prHCg/2MjgQAgMuZdkVQWlqaJCk4ODjP8WvXrmndunXq2rVrgcfctm2bGjZsqNKlS+c53qJFC924cUMHDx5UYGCgJKl169b5jmPrnD2ONnQlzdatW+1ek5SUlLsBeH4++OADZ0UCYHL/89EuPTv9uzzHbl8BcbtbKybyO3+n/5xN46lAMMSg8es079+H8hxzxvv6gYjKOrTbmDnG7RtDB5UvpbJ+XjqcJjV4ZK6+TuqqihVK2x/ECdo/tVzrUhzf38fby6oFU9tr1ke7NeHNVFUOLK25f4lVh6dXqiDTtXbt22ntkemFSFwy2ZvzMd9zvXGvvS/p5t8dt39sZsUxs1Q8cxfHzFLxzG3mzKZdERQUFCRJOnAg7xNjpk+frvT09AJvFC1JISEh2rlzp65dy/uI082bN0uSQkNDC5kWzvDiiy8aHQGAiTSpF+SScR8ID6AEgmGa1At0ybhN67vm98WeO58O9u0/umv9vB52Hy1vBlPHNNeNjCy9Mvt7SdLoaZsVERqgxN82MDhZycZ8DwCMZ9oVQTVq1FBUVJSmTJmiChUqKDQ0VIsXL9aKFSsk6a4iaPHixZKklJQUSdLq1au1b98++fn55a4eGjVqlPr27auuXbtq9OjRuXsEzZo1SwkJCQoPDy/C7xB3io+PNzoCABNpUi9QvqU8dfV6plPHbdsk2P5FgIvENnXN+8+I97WtR8TfvoH0Q0NWFunKIEc81DJEQ/vVUdMBnykz8+a/zl6+mqGBf1qnVe921qqNJ7Xr4Hk7o6AwmO8BgPFMuyLIarUqOTlZkZGRGj58uJ588kkFBQVp5MiR8vDwuGuj6ISEBCUkJOjtt9+WJCUmJiohIUHDhw/PvaZPnz5atWqVrFarhg8frt69e2v58uWaPHmy5s+fX6TfH+7GxoAAbufn66Xf9HjA6eMO61fX6WMCjmpcL0jNIp27eqe0j4d+0935vyu22CqBpHs/Wt5MK4O+/i5dAa3m6cDRC3mOb9h2Rv4t51ECuRDzPQAwnmlXBElS7dq1tWbNmjzHBg4cqPr169+1z4+j99p16tRJnTp1clpGAIDrjHkiUh8uOaDMLOfcT92mcWW1jOKxxTDW84MaasDYNfYvdNCQvnVUrkzBHqBxP+yVQLfc+Wh5M64MAgDAHZl2RVB+UlJSCrU/UEFNnDhRYWFh2rRpk4YNG6awsDAdPnzY7jkAgPPUf6C8xj8d7ZSxfLytSnolxvSPGkXJ92jn6urZrqpTxqpWxV+TR7l+XnQ7q1Xy8rTaLIFuuX1lkKenRVYrv38AABjN1CuC7nT58mUdOHBAI0aMcPlrTZo0SZMmTSrwORReTEyM0REAmNCfnm6kb1JPa83W9HyvceSpSu+Mb2PzD1agqFgsFr3/chu1HnheP568lP91dt7XpX089M9p7RXgV7Sbn5fy8dSSWR106uerqhFWxu71t8ogL0+rAsuVKoKEMDPmewBgvGK1Isjf319ZWVkaNWqU0VHgAjNnzjQ6AgAT8vby0LI3H1bHVlUK9fVWq0XvjG+tp+JrOzkZUHjBQb5aM6eralWzX6TcS4Cflz5/q5NaR1d2cjLHlPLxdKgEuiU4yJcSCJKY7wGAGRSrIgglW2JiotERAJiUv6+XVr7TWa8921w+3o7/r6tORFltmNtDw/vXc2E6oHCqVQlQ6sJeeiahYBuYP9QiRDsWx+uhloUrRwEjMd8DAONRBME01q9fb3QEACbm6WnV2KeitO+zfnrhqSgFlc9/dUHzBkH6+6S22p7cW60aVSrClEDBBPh5a/bENkpd2EuD42vLt9S979q3Wi3q1jZM/37zYa1+v6siQgOKOCngHMz3AMB4xWqPIAAAIkIDNO3Z5poyupkOHb+obfvO6fzFX2W1WhRRxV9N6wdxCwqKnSb1g5T057aaPaGNdh8+rx0HftGVa5ny9rKqTkRZRdcNlL+vl9ExAQBACUARBAAolqxWi2pHlFXtiLJGRwGcxsvLqui6gYquG2h0FAAAUEJxaxhMY8uWLUZHAAAAgAsx3wMA41EEwTSWLFlidAQAAAC4EPM9ADAet4bBNKZOnar4+HijYwAAgGIouo4xt9MZ9brFFfM9ADAeRRAAAACKvVkvtDI6AgAAxQK3hgEAAAAAALgJiiCYxowZM4yOAAAAABdivgcAxqMIgmnUrVvX6AgAAABwIeZ7AGA8iiCYRvfu3Y2OAAAAABdivgcAxqMIAgAAAAAAcBMUQQAAAAAAAG6Cx8ejSDRv3tzuNS+//LJD1wEAAMCc7M3lmO8BgPFYEQTTeOWVV4yOAAAAABdivgcAxqMIAgAAAAAAcBMUQQAAAAAAAG6CIggAAAAAAMBNUAQBAAAAAAC4CYogAAAAAAAAN0ERBAAAAAAA4CYogkzkypUrGjRokOrUqaO6devqvffeMzoSAAAAADexdu1aRUZGqmbNmhoyZIiysrKMjmTXmDFjFBYWJk9PT6OjOOzEiRPq0KGD6tWrp8jISL344otGR3JYp06dFB0drYYNG6pfv366ePGi0ZEcNnLkyGL1PomIiFBkZKSio6MVHR2tnTt3Om1siiATee655xQZGan9+/dr7969io+PNzoSAAAAADeQnZ2tIUOGKDk5WYcOHdLFixf10UcfGR3LroSEBKWkpBgdo0A8PT312muvae/evdq2bZvWr1+vzz77zOhYDklOTtb27du1c+dOhYWFaebMmUZHcsi3336ry5cvGx2jwFatWqXt27dr+/btatiwodPGpQgyiUuXLmnZsmVKTEyUJFksFlWqVMngVAAAAADcwdatW1WlShXVr19fkjR48GB98sknBqeyLyYmRsHBwUbHKJCQkBA1a9ZMkuTt7a3GjRvr+PHjBqdyTNmyZSXdLA6vX78ui8VicCL7fv31V40bN06vv/660VFMgyLIJI4cOaLKlSvr97//vZo0aaL4+HgdO3bM6FgAAAAA3EBaWprCw8NzP69atapOnDhhYCL38Msvv2jp0qV6+OGHjY7isPj4eFWqVEn79+/Xc889Z3Qcu1599VUNHjxYFStWNDpKgfXs2VPR0dEaP368MjIynDauJScnJ8dpo6HQUlNT1axZM61evVodO3bUhx9+qAULFuirr74yOhoAAAAAkzp8/JQ+/2pT7ufpP52TJIVUCszzsST5lS6l3/btLG+vu/dJWbx4sZYsWaIFCxZIkvbu3avHH39c27Ztc3rmrOxsLVj6pc5fuGQ3syQ91LqxGtapYXNMT09PZWZmOj3r7XbuO6KvN/3352Erd4VyAXq8V0d5WPNfe3Hjxg116dJF3bt3d1mhcuNGhuZ9+r+6cu263cyS1LPDg6pRtYoD497Q4MGD1aFDB/3ud79zeu7N2/bou+17cz+3lTs0OEh9u8Tec3XSjh07lJiYqNWrV8tisbj0fXL56jXN+2SVMjKz7GaWpAE94lS5YoV8xztx4oTCw8Nz9xJu2rSp0/aTYkWQSYSFhSkwMFAdO3aUJA0YMECpqakGpwIAAABgZjXCQ1ShXIDSfzqX+8empLs+Tv/pnFo1rn/PEkiSwsPD86wAOn78uMLCwlyS2cNqVdvmDXXagcw+3l6KrBXhkhwFFVk7Qt5ennZ/1qd/Oqe2zaNslkBZWVl6/PHHFR0d7dJVNd7eXmoZXc+h90dguTKqHh7i4LjeGjBggJYsWeL0zJLUtEFtZWZm2c398y//UWzzqHxvUduwYYP27Nmj6tWrKyIiQllZWYqIiHDJJtf+vqXVqH5Nh37WEWHBNksgSbkr9Pz8/DRkyBBt3LjRaVkpgkyicuXKioyM1Pfffy9JWr16tSIjIw1OBQAAAMDMLBaL4ju3lb9faZvXNWlQWw3qVM/3fLNmzZSWlqY9e/ZIkubMmaM+ffo4NevtqoeHKLZlI5vXeHt76dHu7WW1UagUJavVqke7x+Vbpt3SrlW0IsJs71s0dOhQBQQEaMaMGc6MeE8N69ZQ48haNq/x9yut+M5tbe75c+nSJaWnp0u6uUfQsmXLXPY3q5eXp/r3iJPVansPoq7tWqpSUPl8zw8fPlynTp3S0aNHdfToUXl4eOjo0aMqU6aMsyNLkh5sEqlaEaE2r6lYoay6tm9p85orV67kllVZWVn65JNPFBUV5bSc5viNKiZ27dqlYcOGqVmzZvLx8ZHFYnHqzuOzZ8/WyJEjFRUVpRkzZigpKclpYwMAAAAomfx9S6tvl9h8z5cr469HOra2OYaHh4eSkpLUr18/PfDAA/L399fAgQOdHTWPh2OaKdjGqoieHR5UhXK2/2AfNmyYwsLClJWVpbCwMI0cOdLZMfMILF9GPTrk/7MMqRSojjFNbY6xYcMGffjhh0pJSVHjxo0VHR2tN954w9lR8+j1cBuVDfDL93y/ru3k51vK5hiXLl3SI488oqioKEVFRSkzM1MTJkxwdtRcYSEV1aF1/j/LmtVC9WBTcy2esFos6tetvUr5eOd7/tEe9svEM2fOKDY2NvdnnZOTo/HjxzstJ3sEFcDcuXM1YcI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      "text/plain": [
       "<Figure size 1510.43x806.68 with 1 Axes>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step 4 apply Hadamard gates to the first register\n",
    "for i in range(n):\n",
    "    simonCircuit.h(qr[i])\n",
    "    \n",
    "# Step 5 perform measurement on the first register\n",
    "for i in range(n):\n",
    "    simonCircuit.measure(qr[i], cr[i])\n",
    "\n",
    "#draw the circuit\n",
    "simonCircuit.draw(output='mpl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experimenting with Simulators\n",
    "\n",
    "We show the experiments of finding the hidden integer with simulators."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-25T18:47:10.099909Z",
     "start_time": "2018-09-25T18:47:08.226926Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use local simulator\n",
    "backend = qiskit_aer.Aer.get_backend(\"qasm_simulator\")\n",
    "# the number of shots is twice the length of the bitstring\n",
    "shots = 2*n\n",
    "temp_circuit = transpile(simonCircuit, backend=backend)\n",
    "job = backend.run(temp_circuit, shots=shots)\n",
    "answer = job.result().get_counts()\n",
    "\n",
    "plot_histogram(answer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the results of the measurements are the basis whose inner product with the hidden string $s$ are zero. \n",
    "\n",
    "*(Notice that the basis on the label of the x-axis in the above plot are numbered from right to left instead of from left to right that we used for $s$)*\n",
    "\n",
    "Gathering the measurement results, we proceed to post-processing with computations that can be done on classical computers. \n",
    "\n",
    "### Post Processing with Gaussian Elimination\n",
    "\n",
    "The post processing is done with Gaussian elimination to solve the system of linear equations to determine $s$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-25T18:47:10.109591Z",
     "start_time": "2018-09-25T18:47:10.101528Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The hidden bistring s[ 0 ], s[ 1 ]....s[ 5 ] is the one satisfying the following system of linear equations:\n",
      "s[ 0 ] = 0\n",
      "s[ 1 ] + s[ 5 ] = 0\n",
      "s[ 2 ] = 0\n",
      "s[ 3 ] + s[ 5 ] = 0\n",
      "s[ 4 ] = 0\n"
     ]
    }
   ],
   "source": [
    "# Post-processing step\n",
    "# Constructing the system of linear equations Y s = 0\n",
    "# By k[::-1], we reverse the order of the bitstring\n",
    "lAnswer = [ (k[::-1],v) for k,v in answer.items() if k != \"0\"*n  ] #excluding the trivial all-zero\n",
    "#Sort the basis by their probabilities\n",
    "lAnswer.sort(key = lambda x: x[1], reverse=True)\n",
    "\n",
    "Y = []\n",
    "for k, v in lAnswer:\n",
    "    Y.append( [ int(c) for c in k ] )\n",
    "\n",
    "\n",
    "#import tools from sympy\n",
    "from sympy import Matrix, pprint, MatrixSymbol, expand, mod_inverse\n",
    "\n",
    "\n",
    "Y = Matrix(Y)\n",
    "\n",
    "#pprint(Y)\n",
    "\n",
    "#Perform Gaussian elimination on Y\n",
    "Y_transformed = Y.rref(iszerofunc=lambda x: x % 2==0) # linear algebra on GF(2) \n",
    "\n",
    "#to convert rational and negatives in rref of linear algebra on GF(2)\n",
    "def mod(x,modulus):\n",
    "    numer, denom = x.as_numer_denom()\n",
    "    return numer*mod_inverse(denom,modulus) % modulus\n",
    "\n",
    "Y_new = Y_transformed[0].applyfunc(lambda x: mod(x,2)) #must takecare of negatives and fractional values\n",
    "#pprint(Y_new)\n",
    "\n",
    "print(\"The hidden bistring s[ 0 ], s[ 1 ]....s[\",n-1,\"] is the one satisfying the following system of linear equations:\")\n",
    "rows, cols = Y_new.shape\n",
    "for r in range(rows):\n",
    "    Yr = [ \"s[ \"+str(i)+\" ]\" for i, v in enumerate(list(Y_new[r,:])) if v == 1 ]\n",
    "    if len(Yr) > 0:\n",
    "        tStr = \" + \".join(Yr)\n",
    "        print(tStr, \"= 0\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As seen above, the system of linear equations is satisfied by the hidden integer $s$. Notice that there can be more than one solutions to the system. In fact, all-zero bitstring is a trivial solution to the system of linear equations. But by having more samples one can narrow down the candidates of the solution, and then test the solution by querying the blackbock in the classical manner.\n",
    "\n",
    "## Experimenting with Real Devices\n",
    "\n",
    "We see how one can still find out the hidden integer by running the Simon algorithm on real devices. Due to imperfect quantum computers, obtaining the conclusion is not as easy as done with the simulator of perfect quantum computers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from qiskit_ibm_runtime import QiskitRuntimeService\n",
    "\n",
    "service = QiskitRuntimeService(channel='ibm_quantum')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-09-25T18:52:15.659234Z",
     "start_time": "2018-09-25T18:52:14.298564Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ibm_brisbane\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 868.49x7747.74 with 1 Axes>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Use one of the available backends \n",
    "backend = service.least_busy(operational=True, simulator=False, dynamic_circuits=True, use_fractional_gates=False)\n",
    "print(backend.name)\n",
    "\n",
    "target = backend.target\n",
    "pm = generate_preset_pass_manager(target=target, optimization_level=3)\n",
    "\n",
    "isa_circuit = pm.run(simonCircuit)\n",
    "isa_circuit.draw(output='mpl',scale=0.5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "sampler = Sampler(mode=backend)\n",
    "\n",
    "job = sampler.run([isa_circuit])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from qiskit_ibm_runtime import QiskitRuntimeService\n",
    "\n",
    "service = QiskitRuntimeService(channel='ibm_quantum')\n",
    "job_result = job.result()\n",
    "counts = job_result[0].data.c0.get_counts()\n",
    "plot_histogram(counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The hidden bistring s[ 0 ], s[ 1 ]....s[ 5 ] is the one satisfying the following system of linear equations:\n",
      "s[ 0 ] = 0\n",
      "s[ 1 ] + s[ 5 ] = 0\n",
      "s[ 2 ] = 0\n",
      "s[ 3 ] + s[ 5 ] = 0\n",
      "s[ 4 ] = 0\n"
     ]
    }
   ],
   "source": [
    "# Post-processing step\n",
    "# Constructing the system of linear equations Y s = 0\n",
    "# By k[::-1], we reverse the order of the bitstring\n",
    "lAnswer = [ (k[::-1][:n],v) for k,v in answer.items() ] #excluding the qubits that are not part of the inputs\n",
    "#Sort the basis by their probabilities\n",
    "lAnswer.sort(key = lambda x: x[1], reverse=True)\n",
    "\n",
    "Y = []\n",
    "for k, v in lAnswer:\n",
    "    Y.append( [ int(c) for c in k ] )\n",
    "\n",
    "Y = Matrix(Y)\n",
    "\n",
    "#Perform Gaussian elimination on Y\n",
    "Y_transformed = Y.rref(iszerofunc=lambda x: x % 2==0) # linear algebra on GF(2)\n",
    "Y_new = Y_transformed[0].applyfunc(lambda x: mod(x,2)) #must takecare of negatives and fractional values\n",
    "#pprint(Y_new)\n",
    "\n",
    "print(\"The hidden bistring s[ 0 ], s[ 1 ]....s[\",n-1,\"] is the one satisfying the following system of linear equations:\")\n",
    "rows, cols = Y_new.shape\n",
    "for r in range(rows):\n",
    "    Yr = [ \"s[ \"+str(i)+\" ]\" for i, v in enumerate(list(Y_new[r,:])) if v == 1 ]\n",
    "    if len(Yr) > 0:\n",
    "        tStr = \" + \".join(Yr)\n",
    "        print(tStr, \"= 0\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, this experiement gave us a system of equations, and each equation refers to a different bit in the hidden substring s. Since, s[0], s[2], and s[4] are 0, they directly mean that those bits in the hidden string must be 0.\n",
    "\n",
    "s[1] + s[5] = 0, and s[3] + s[5] = 0, indicate that bits 1, 3 and 5 are related to each other. \n",
    "\n",
    "So, the hidden string can have two values based on value of s[5]:\n",
    "Case 1: If s[5] = 0 then:\n",
    "    s = 000000\n",
    "Case 2: If s[5] = 1 then:\n",
    "    s = 010010."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thus, Simon's algorithm can find this hidden bitstring exponentially faster than any classical algorithm. While classical algorithms require O(2^(n/2)) function queries, Simon only needs O(n) queries to solve this problem."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## References\n",
    "\n",
    "[1] \"[On the power of quantum computation](https://epubs.siam.org/doi/abs/10.1137/S0097539796298637)\", Daniel R. Simon, SIAM J. Comput., 26(5), 1474–1483 (1997) "
   ]
  }
 ],
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